{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NBEATS EXAMPLE\n",
    "\n",
    "https://datamarket.com/data/set/22ox/monthly-milk-production-pounds-per-cow-jan-62-dec-75#!ds=22ox&display=line\n",
    "It's a toy example to show how to do time series forecasting using N-Beats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "from torch import optim\n",
    "from torch.nn import functional as F\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from data import get_m4_data, dummy_data_generator\n",
    "from nbeats_pytorch.model import NBeatsNet # some import from the trainer script e.g. load/save functions.\n",
    "\n",
    "CHECKPOINT_NAME = 'nbeats-training-checkpoint.th'\n",
    "\n",
    "## added necessary imports\n",
    "from torch import device as device_\n",
    "torch.set_default_tensor_type('torch.cuda.FloatTensor')\n",
    "\n",
    "# https://datamarket.com/data/set/22ox/monthly-milk-production-pounds-per-cow-jan-62-dec-75#!ds=22ox&display=line\n",
    "# It's a toy example to show how to do time series forecasting using N-Beats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot utils.\n",
    "def plot_scatter(*args, **kwargs):\n",
    "    plt.plot(*args, **kwargs)\n",
    "    plt.scatter(*args, **kwargs)\n",
    "\n",
    "\n",
    "# simple batcher.\n",
    "def data_generator(x_full, y_full, bs):\n",
    "    def split(arr, size):\n",
    "        arrays = []\n",
    "        while len(arr) > size:\n",
    "            slice_ = arr[:size]\n",
    "            arrays.append(slice_)\n",
    "            arr = arr[size:]\n",
    "        arrays.append(arr)\n",
    "        return arrays\n",
    "\n",
    "    while True:\n",
    "        for rr in split((x_full, y_full), bs):\n",
    "            yield rr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# trainer\n",
    "def train_100_grad_steps(data, device, net, optimiser, test_losses):\n",
    "    global_step = load(net, optimiser)\n",
    "    for x_train_batch, y_train_batch in data:\n",
    "        global_step += 1\n",
    "        optimiser.zero_grad()\n",
    "        net.train()\n",
    "        _, forecast = net(torch.tensor(x_train_batch, dtype=torch.float).to(device))\n",
    "        loss = F.mse_loss(forecast, torch.tensor(y_train_batch, dtype=torch.float).to(device))\n",
    "        loss.backward()\n",
    "        optimiser.step()\n",
    "        if global_step % 30 == 0:\n",
    "            print(f'grad_step = {str(global_step).zfill(6)}, tr_loss = {loss.item():.6f}, te_loss = {test_losses[-1]:.6f}')\n",
    "        if global_step > 0 and global_step % 100 == 0:\n",
    "            with torch.no_grad():\n",
    "                save(net, optimiser, global_step)\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# loader/saver for checkpoints.\n",
    "def load(model, optimiser):\n",
    "    if os.path.exists(CHECKPOINT_NAME):\n",
    "        checkpoint = torch.load(CHECKPOINT_NAME)\n",
    "        model.load_state_dict(checkpoint['model_state_dict'])\n",
    "        optimiser.load_state_dict(checkpoint['optimizer_state_dict'])\n",
    "        grad_step = checkpoint['grad_step']\n",
    "        print(f'Restored checkpoint from {CHECKPOINT_NAME}.')\n",
    "        return grad_step\n",
    "    return 0\n",
    "\n",
    "def save(model, optimiser, grad_step):\n",
    "    torch.save({\n",
    "        'grad_step': grad_step,\n",
    "        'model_state_dict': model.state_dict(),\n",
    "        'optimizer_state_dict': optimiser.state_dict(),\n",
    "    }, CHECKPOINT_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# evaluate model on test data and produce some plots.\n",
    "def eval_test(backcast_length, forecast_length, net, norm_constant, test_losses, x_test, y_test):\n",
    "    net.eval()\n",
    "    _, forecast = net(torch.tensor(x_test, dtype=torch.float))\n",
    "    test_losses.append(F.mse_loss(forecast, torch.tensor(y_test, dtype=torch.float)).item())\n",
    "    ## added .cpu here so that the data gets moved to CPU first and then gets converted to numpy array\n",
    "    p = forecast.cpu().detach().numpy()\n",
    "    subplots = [221, 222, 223, 224]\n",
    "    plt.figure(1)\n",
    "    for plot_id, i in enumerate(np.random.choice(range(len(x_test)), size=4, replace=False)):\n",
    "        ff, xx, yy = p[i] * norm_constant, x_test[i] * norm_constant, y_test[i] * norm_constant\n",
    "        plt.subplot(subplots[plot_id])\n",
    "        plt.grid()\n",
    "        plot_scatter(range(0, backcast_length), xx, color='b')\n",
    "        plot_scatter(range(backcast_length, backcast_length + forecast_length), yy, color='g')\n",
    "        plot_scatter(range(backcast_length, backcast_length + forecast_length), ff, color='r')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            milk_production_pounds\n",
      "month                             \n",
      "1962-01-01                     589\n",
      "1962-02-01                     561\n",
      "1962-03-01                     640\n",
      "1962-04-01                     656\n",
      "1962-05-01                     727\n",
      "(118, 15) (30, 15)\n",
      "(118, 5) (30, 5)\n"
     ]
    }
   ],
   "source": [
    "# main\n",
    "if os.path.isfile(CHECKPOINT_NAME):\n",
    "    os.remove(CHECKPOINT_NAME)\n",
    "    \n",
    "#device = torch.device('cpu')  # use the trainer.py to run on CPU.\n",
    "# added cuda:0 parameter \n",
    "device = torch.device('cuda:0')  # use the trainer.py to run on GPU.\n",
    "\n",
    "forecast_length = 5\n",
    "backcast_length = 3 * forecast_length\n",
    "batch_size = 10  # greater than 4 for viz\n",
    "\n",
    "milk = pd.read_csv('data/milk.csv', index_col=0, parse_dates=True)\n",
    "\n",
    "print(milk.head())\n",
    "milk = milk.values  # just keep np array here for simplicity.\n",
    "norm_constant = np.max(milk)\n",
    "milk = milk / norm_constant  # small leak to the test set here.\n",
    "\n",
    "x_train_batch, y = [], []\n",
    "for i in range(backcast_length, len(milk) - forecast_length):\n",
    "    x_train_batch.append(milk[i - backcast_length:i])\n",
    "    y.append(milk[i:i + forecast_length])\n",
    "\n",
    "x_train_batch = np.array(x_train_batch)[..., 0]\n",
    "y = np.array(y)[..., 0]\n",
    "\n",
    "c = int(len(x_train_batch) * 0.8)\n",
    "x_train, y_train = x_train_batch[:c], y[:c]\n",
    "x_test, y_test = x_train_batch[c:], y[c:]\n",
    "\n",
    "print(x_train.shape, x_test.shape)\n",
    "print(y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "| N-Beats\n",
      "| --  Stack Generic (#0) (share_weights_in_stack=False)\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272840488\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272840936\n",
      "     | -- GenericBlock(units=128, thetas_dim=4, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272842224\n",
      "| --  Stack Generic (#1) (share_weights_in_stack=False)\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272842168\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272842728\n",
      "     | -- GenericBlock(units=128, thetas_dim=8, backcast_length=15, forecast_length=5, share_thetas=False) at @140065272842616\n"
     ]
    }
   ],
   "source": [
    "# model\n",
    "net = NBeatsNet(device=device,\n",
    "                stack_types=(NBeatsNet.GENERIC_BLOCK, NBeatsNet.GENERIC_BLOCK),\n",
    "                forecast_length=forecast_length,\n",
    "                backcast_length=backcast_length,\n",
    "                hidden_layer_units=128,\n",
    "                share_weights_in_stack=False,\n",
    "                )\n",
    "optimiser = optim.Adam(net.parameters())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data\n",
    "data = data_generator(x_train, y_train, batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "grad_step = 000030, tr_loss = 0.017478, te_loss = 1.312959\n",
      "grad_step = 000060, tr_loss = 0.006361, te_loss = 1.312959\n",
      "grad_step = 000090, tr_loss = 0.005227, te_loss = 1.312959\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000120, tr_loss = 0.004887, te_loss = 0.008950\n",
      "grad_step = 000150, tr_loss = 0.004523, te_loss = 0.008950\n",
      "grad_step = 000180, tr_loss = 0.004108, te_loss = 0.008950\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000210, tr_loss = 0.003642, te_loss = 0.006674\n",
      "grad_step = 000240, tr_loss = 0.003128, te_loss = 0.006674\n",
      "grad_step = 000270, tr_loss = 0.002561, te_loss = 0.006674\n",
      "grad_step = 000300, tr_loss = 0.001963, te_loss = 0.006674\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000330, tr_loss = 0.001475, te_loss = 0.002871\n",
      "grad_step = 000360, tr_loss = 0.001139, te_loss = 0.002871\n",
      "grad_step = 000390, tr_loss = 0.000921, te_loss = 0.002871\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000420, tr_loss = 0.000780, te_loss = 0.001276\n",
      "grad_step = 000450, tr_loss = 0.000669, te_loss = 0.001276\n",
      "grad_step = 000480, tr_loss = 0.000594, te_loss = 0.001276\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000510, tr_loss = 0.000548, te_loss = 0.000997\n",
      "grad_step = 000540, tr_loss = 0.000515, te_loss = 0.000997\n",
      "grad_step = 000570, tr_loss = 0.000485, te_loss = 0.000997\n",
      "grad_step = 000600, tr_loss = 0.000471, te_loss = 0.000997\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000630, tr_loss = 0.000454, te_loss = 0.000876\n",
      "grad_step = 000660, tr_loss = 0.000424, te_loss = 0.000876\n",
      "grad_step = 000690, tr_loss = 0.000431, te_loss = 0.000876\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000720, tr_loss = 0.000396, te_loss = 0.000776\n",
      "grad_step = 000750, tr_loss = 0.000382, te_loss = 0.000776\n",
      "grad_step = 000780, tr_loss = 0.000398, te_loss = 0.000776\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000810, tr_loss = 0.000361, te_loss = 0.000717\n",
      "grad_step = 000840, tr_loss = 0.000410, te_loss = 0.000717\n",
      "grad_step = 000870, tr_loss = 0.000347, te_loss = 0.000717\n",
      "grad_step = 000900, tr_loss = 0.000339, te_loss = 0.000717\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 000930, tr_loss = 0.000352, te_loss = 0.000660\n",
      "grad_step = 000960, tr_loss = 0.000315, te_loss = 0.000660\n",
      "grad_step = 000990, tr_loss = 0.000307, te_loss = 0.000660\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001020, tr_loss = 0.000318, te_loss = 0.000628\n",
      "grad_step = 001050, tr_loss = 0.000308, te_loss = 0.000628\n",
      "grad_step = 001080, tr_loss = 0.000285, te_loss = 0.000628\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001110, tr_loss = 0.000277, te_loss = 0.000600\n",
      "grad_step = 001140, tr_loss = 0.000270, te_loss = 0.000600\n",
      "grad_step = 001170, tr_loss = 0.000269, te_loss = 0.000600\n",
      "grad_step = 001200, tr_loss = 0.000256, te_loss = 0.000600\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001230, tr_loss = 0.000268, te_loss = 0.000526\n",
      "grad_step = 001260, tr_loss = 0.000397, te_loss = 0.000526\n",
      "grad_step = 001290, tr_loss = 0.000241, te_loss = 0.000526\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001320, tr_loss = 0.000235, te_loss = 0.000486\n",
      "grad_step = 001350, tr_loss = 0.000239, te_loss = 0.000486\n",
      "grad_step = 001380, tr_loss = 0.000249, te_loss = 0.000486\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001410, tr_loss = 0.000224, te_loss = 0.000505\n",
      "grad_step = 001440, tr_loss = 0.000211, te_loss = 0.000505\n",
      "grad_step = 001470, tr_loss = 0.000344, te_loss = 0.000505\n",
      "grad_step = 001500, tr_loss = 0.000206, te_loss = 0.000505\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001530, tr_loss = 0.000221, te_loss = 0.000454\n",
      "grad_step = 001560, tr_loss = 0.000196, te_loss = 0.000454\n",
      "grad_step = 001590, tr_loss = 0.000199, te_loss = 0.000454\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001620, tr_loss = 0.000184, te_loss = 0.000365\n",
      "grad_step = 001650, tr_loss = 0.000187, te_loss = 0.000365\n",
      "grad_step = 001680, tr_loss = 0.000272, te_loss = 0.000365\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001710, tr_loss = 0.000190, te_loss = 0.000374\n",
      "grad_step = 001740, tr_loss = 0.000193, te_loss = 0.000374\n",
      "grad_step = 001770, tr_loss = 0.000234, te_loss = 0.000374\n",
      "grad_step = 001800, tr_loss = 0.000178, te_loss = 0.000374\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001830, tr_loss = 0.000306, te_loss = 0.000348\n",
      "grad_step = 001860, tr_loss = 0.000168, te_loss = 0.000348\n",
      "grad_step = 001890, tr_loss = 0.000155, te_loss = 0.000348\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 001920, tr_loss = 0.000164, te_loss = 0.000362\n",
      "grad_step = 001950, tr_loss = 0.000152, te_loss = 0.000362\n",
      "grad_step = 001980, tr_loss = 0.000165, te_loss = 0.000362\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002010, tr_loss = 0.000365, te_loss = 0.000305\n",
      "grad_step = 002040, tr_loss = 0.000149, te_loss = 0.000305\n",
      "grad_step = 002070, tr_loss = 0.000148, te_loss = 0.000305\n",
      "grad_step = 002100, tr_loss = 0.000157, te_loss = 0.000305\n"
     ]
    },
    {
     "data": {
      "image/png": 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uYeAj3vufQrlFev31aiDle+8ZLYlvMaIilZ6SzrRh00hqlERKgxQEgtvHv656sk0cEqmNuw9IT1eRL9beeSOn6Lr3Xti3z9Q65zaJCYlUAu1WbKLdkXKfGPZQJyEBbrwRPvsMjh83WhrfkZmpol9sCURFKj0lnR0P7mDcWeOQSCoBhg9Xs6TUHB5sErRx9xFSwvnnq6WRU3RdeaXKYxNKHasxGzaxrbmgbeuuRosSVIwfr/zTn35qtCS+Iz0drriiaj3QFaleDXtxTuI5vPnbm8gRI+DkSVi0KDAXdxNt3H1EXh5062a0FGoavrvugh9/hN9/N1oa39Bi2x52dGhEhNDq6g79+qmsiKHmmomOVvMYGFGREkJwX9/7WLt/Lb+cFavyd8+b5/xAA9BPiw84eVLNgmMG4w4qFC4mpnqmwKDl+HFaHyjhSNf2zvfVVEMIFUG1YgVs2GC0NL5j61bo0sW466enpNMothFvrJ2mOrnmz1expyZDG3cfsHWrWprFuLdooSZdfvNN9YAHc37vU6t+A6AixReJucOPsWNVTTdUau+VlfDHH8Ya94SYBG7vfTuf//45x64colK9Ll9unEAO0MbdB+TlqaVZjHtWFqxcWRXjHMz5vQ//uhiAhL4DDJYkOGneXE2i/dFHcOqU0dJ4z+7dUFpqrHEHuLfvvZRVljG95S719jRhBIM27j4gL0/VkI1WOCsZGbUf5GDN712au5zDcdCh54VGixK0jB8Phw+b1jXsFtZWstHPWtdmXbmi0xW8ljeTyiFDlHE32Ygxbdx9QF6eirONizNaEoUZRsz6itiNeaxNhK7NTdIsCkIuvxyaNYPbbgvKecSrYRbjDnBf3/vYfXw3a5uXK8FMdnO1cfcBeXlqyLdZMMuIWa+pqKD5H3vZ3qE+9WPqGy1N0PLpp2oi9dLSoJxHvBpbt0K9emr8kNFc2/VaOkQ14/mKnKpCE91cbdy9RErzhEFaCURyqoCwdSuxpys42i3Y3krmIiNDTchtS7C66bZuhc6dfTQ3qpdERkRy1/IKPushKbFNnm6Sm2uCWxTc7N0LRUXmMu41k1MBPPdc8M3SJNesAaA8pZfBkgQ3oeSmMzoMsiZ3Lj5GTDl8d1aNDSa4udq4e4nZImWsWJNTbVFJ7MzW1+MSJ1cuoywCGva+wGhRgppQcdNVVMD27eYy7i2bJ3H97/DYZTU2mODmauPuJZs3q6XZjLuVLl3gnHPg88+NlsR9Tq1aoWZfapNitChBTai46XbuVAnxOnc2WpIqfrr7asatgk0tYY+lW+hklCo3Gm3cvSQvTyVpMkMHjyNGjYJly5QLKZiot2Eza1tBNx0p4xVWN521MhkXZ1xiO28wU6SMlbH1FjC9D/TcD+/2UWXPXKzKjUYbdy/Jy4OuXasyQpqR0aOVW+bLL42WxA0OHSLhYCGb2kTTrmE7o6UJetLTVSDHQw+pUZ4jRhgtkfuY0bjvLNzJp+fAxkR47QIoi4AmpdVnbzIKbdy9xGyRMvbo0UOFagaVa2btWgCOdO2gE4b5kOHD1QC3//3PaEncZ+tW5U5q08ZoSaqwnaXpcILqWL1pAyQ1MD4Xkn5qvKC0VHVamt24g6q9//gjHDxotCQuYjHulefoSBlfMmAANGmicl0FG9YwSDO1km1naQL4OAWSCmFqs9vqOCowaOPuBdu2KXdHMBj3UaNUczxYhqBXrF7FnvrQ5qzeRosSUkRHq0SGX39tykSGdWK2MEioPksTwPxucCo2ir/8anwtSht3LzBrGKQ9zj0XOnUyzjWTtT6L5FeTiXg6guRXk8laX/cIvtOrflOdqc2C4OYGGcOHw6FD8MsvRkviOuXl8Oef5jPuUDVLU+WTlbRt05UlvZuoKbAMnutSG3cvsBr3rkEwQZAQyjWzaBEcPRrYa2etz2LiVxPJL8xHIskvzGfiVxMdG/jTp4nd8gdrE6F7cxPldQgRrrpK1eCDyTWTn68MvBmNuxUhBOPPG8+UTgfhyBHDOza0cbchK0vl/XE1/09engqBrB8kaU9GjVIPyFdfBfa6GYsyGJFbzFdZ8JdtsGw6jMgtJmORgyHamzYRUV7B2lYq+57GtzRsCJdcElzG3YyRMva49dxbWdQ5gpMN6sHHHxsqizbuFrKyVL6f/HzXkysFQ6SMLX37Qvv2gXfNDFiaT+YiuPdaWN4WFneC6V+pcrtYOlP3d25FQkxCACUNH4YPV/prbX2anWAx7q3qt+LKHsP4vCfIuXPVNG0GoY27hYwMle/Hlrry/5gxYZgzhFC19++/hxMnAnfdZ3+M4JHL4c1v4MgLsK8+JJTBC9mR9g9Yu5bSaEF09x6BEzLMGDZMLQPdirPibit561bVQk5MDIR03jH+vPG8170UUVxsaPNIG3cL7iZXOngQjh0LLuMOyrifOgXffBOgC5aU8HuTSmbOhau2QXE03PsbbG8MbY/ZD9eQa9fye0tBl5ZnB0jI8KNDB+jd25joKU9aydZIGTOFQTpiaJeh/NGjFQebGuua0cbdgrvJlcyeU8YRF10ErVv7yTVjrY7l5qqUlA8+yInOHbhmG2xqAdGVcDIGzj4E25qC6JBU+xxSIlevYlXLSt2Z6mdGjFBpKQI99sHdVjKYMwzSEVERUdx63u3MOLsU+e23ahosA9DG3cKkSbXL6kquFExhkLZERMB118HChT52B9pUx+IOHFBNnilTyC8/xP9NTCblhJqmKvEkrGoF5+/F/tO8Zw8RR47qMMgAMHy4GvuwIMBpUNxtJZeVqcGCwWLcAcadN46sXiDKy+usSbkbIuwO2rijFHz+fGXMrQnAIiLg7bcdJ1fKy4PYWFNk9nSbxo1VTal+fR/OCmZTHev78stUAk9cAmk3R/LYq7lETZ2uavNCsK5zfZqWQOGWdbXPY+lM1WGQ/ue885S+B9ot3KqV/XJHz9Kff6oBV8Fk3Ls060LjCwazLTEa6cA143aIsJto447KkLdkCbz2mppd/csvlcF3pIRQlTAs0kGfoFnJyoJXXqlat+fvdLezC6hW7drbpzfX3gyvXAhffFJB07imVQnmKysZMHcVWSmQ8NpUdcNtsRj3re3jaNvQxKk2QwAhVO39u+9UKo1AUFRk329eVys5WCJlajK+z53M6FGGWLIEdu2qtT1jUQbFZdX9U8VldYQIu0nYG/ddu+Dvf1eTCI8bp8quugoaNIDZsx0fF2yRMlYyMqCkpHpZcbG6BxUVnnV2ARS1agqABCaOiGRhV5j5JXSMaFZr3y7NujBrTHcqKsvh8cerb1y7ln0t4mjVtptOGBYAhg9X7rnFi/1/LSnhrrtg3z547LHqM4W9+KLjVnKwGvdRPUbx9bmxaqVDh2o1peOnjpNfaD8U2FcZJcP66bEqW0WFqr1baxT16qnOpjlz7I8gPn1azQgTjMbdkV9zzx7lphk3zv3OLoDHLoWT0fB2X1hQvoKMJSo65rFL7e9/4cCbmHKBRH74IaxeXbVhzRrWJQrtkgkQl1yi/vdAuGamT1fBI888o2rpO3ZU/fVxcY6P27oVGjWC5s39L6Mvif/sSy78s4IVbaBccKamNHfqQ/R403GYr22mSW8Ia+M+a5bqWHzuOejYsfq2MWNUqOMPP9Q+bvt29UIIRuPuyK/ZrBnce6/jdBjOpoR8o8sRJgyDqAq4NOo8xuXChGGq3B6jzh7FcwOhtGE8/N//qTdtcTFy61Z+bVasO1MDRGysSgn97rvw228+7IOpwZo1cP/9cOWV8OijVeXnnqsG1tX1cgmmMMhqZGRw54pyPjwXoiSURsI/Lizmun2v0iy+GZOHTK6WURIgLiqOzMt8M0VW2Br3/fvhwQfhwgvhr3+tvf0vf1G1BXuumWCNlAHHU65NmQIvv1y9qWyLs47jDo068Mk5cNdwuLpTOmc9BJ+c47gW0qNFD1q37867w9oon8DChbBhA6KykjW6MzVgZGUpw1tRAQUFDVx2w7l67uRkZZT79lV6NmuW6suxYvX7f/99bXehlWAKg7RF7synz174pT08NxCKYuCFRfDHq5Db6w2euvgpvou4jV1TIpln6XO9l76kp/hmiiyXjLsQ4iEhxEYhxAYhxCdCiHpCiI5CiOVCiG1CiNlCiBjLvrGW9W2W7ck+kdRHWBWuVSuV22fkSPudojExKmRw7tzanU3BbNytU65ZAldISqo+5Zqn823WzGsNEB8d77AWIoRg1Nmj+FvHbZR37gR/+xusWgXAGh0GGTAyMqpaa7m5avinrRvOo851qvfdgMppVFysOm9rMny42rZoUe1tp06pVmMwGveCxpEIYPxqyLgcxg+Hw3Eq33vUoMGQksLAye/T7mgFw7bAgJ3w8bGlFH/0vm8EkFLW+QHaAn8CcZb1z4DbLcsbLWXvAPdYvt8LvGP5fiMw29k1UlNTpSOys7MdbnOXWbOkjI+XUvkA1Cc+XpXbY+FCtc+8edXlGTdOysREn4nlNb68R1Kq+9Ghg/rt0dFSfvSRi8etmyWTXkmSL338kkx6JUnOWufgxlpYtWeVZDLy+xfvUReLjJSlkUjxJLLow3d98EsUwErpRAf99QmUbnuKENWfB9vPDTdIGRvr+vNiS1KS/XMmJdXet7RUygYNpJwwoXp5dna2/P13dZyrOuhv3PnPbk5DFkUjKwRybSKyErV+x3CkfPFFKSMiqt2cJR2QTEY+f21jl69Rl2676paJAuKEEFFAPLAXuBSwRufPBEZavo+wrGPZfpkQ5vCWuTsy7rLLlC+6pmsmWCNlXMU63+bMmWoAiav5PKx5rVNbp7LjwR1Om5e9W/WmU5NO/KfyJ1U1rKhgRyNodwIS7r7fP85fTTVs3W133LH+zPfISJWS/NSp6vu70rkO7g1Uio2FoUNVnpvKyurbgjVSBuDnQUlMGAY7G0Kv/ZDfSPVDLb4kSfUz1fixg3bC1Vvg+Z7HOFrifV5up8ZdSlkAvATsRBn1QiAXOCalLLfsthtVw8ey3GU5ttyyf+14OANwd2RcdDSkpanOHlt/YKgbdytjxijD/uqr/jm/1TXzw8n1HI9Sir62FXQ7hOtWROMVtm64nj3VMPn4ePVid4SzznVwP53H8OEqRHLlyurlwWzcMy/LZF5qPB0fgsjJ0PEhmJdq46q008GVuRiOxcGLy170+vpRznYQQjRB1cY7AseA/wJXeXthIcREYCJAYmIiOTk5dvcrKiqqte3IESgoUL7CmBg1yq5pU+fXnDIF3njjHPbvj+exx5YTGSkBdQ4Hl6dbtyYUFZ3Lv/+9gYsvPsSePac4dAiioraRk7Pb/kEBxt498hVDhyYxY0ZHPvpoOe3bO+jx8kKejiUdKY+Afz19IzdtiePxxln0at6XnJeuUzv46XdpFNa+Fut7NClJGfz0dFWWbycU25VR2ZmZcOut1SundfXdDB2qWgvz50O/flXlW7eqZ9uV59tsWFuuGYsy2Fm4kw6NOpB5WWZVizYzU3VM2LgTeh+P56b65/Lqr68yqd8kWjdo7bkAjvw11g9wPfCezfqtwNvAISDKUnYh8J3l+3fAhZbvUZb9RF3XcMcv6a7f3Jb//Ke2D9DZsWVlUrZoofyPUkr5+uu5EqT86ivn1wsU/vTd7tsnZUyMlH/9q3/kqayslO3/L1IOuwlZ0ED5HF/vV4eD1gOowy8JPARsBDYAnwD1UBWZ5cA2YDYQY9k31rK+zbI92dF5pQe6bTSuPGv16rn2rOXmqv2bNFF+/aQk58cNGSJlr17V5bn0UikvuMDtn+I3fP6fzZpV1UFh6eDaenirjHomSt779b1OD69Lt13xue8E+gsh4i2+88uA34FsYLRln9sAa/LQ+ZZ1LNsXW4TwCZ5klLNy4IBy7bZtaz9SxB5RUWp6uq+/ViP5du1SbdhwcMuAcsvceCPMmAGFhb4/vxCCtLaX8/1ZsLKNKut+CNdCdLy/dlvgfuB8KWUvIBIVBPAC8IqUsjNwFBhvOWQ8cNRS/oplv5DFNrIK1DNz4YV1Py9Wpk9XgwG3b1e19x07nB83fDhs2KCOsRKsYZAuY03L8d57qoMrOZnOTTtz53l3Mm3VNP448ofHp3bF574c1TG6ClhvOWYa8A/gYchXYSEAACAASURBVCHENpRP/T3LIe8BzSzlDwOPeCKYbfZYawhWRYX9ZiI49wOePg3vv68mKdi923WFA7jhBvUC+fprZdyjo2sPegplHnhA5QR530cRWjUZnfY4p6LgP0PUUO1u9do6f+v6jpAIFvAXVtsjpRq9vGKF85d8UZF6Xm+4QSWpc5Xhw9XSOoHIqVMR7NoV4sbdypgxamDNO+8A8MTFTxAhIjj3nXM9zhjp1OcOIKV8CniqRvF2oJ+dfUtRrhyPscbIWmvo+flwxx3w0EOOj3HmB5w7V9Xc77rLfXkGDVJx8Z99BgcOxHHWWapGHy706QMDB8Lrr6tRhr5OlnZR+4toFNuIH1srqzHwzkieOwf8bdqllAVCCGuwQAnwPW4ECwghrMECh2zP601/kpE4k6dv3wa8914qTz65heuu2+NwvwULWnHiRHfOP38VOTnH3ZIhObkvM2ee5txz17Jtm3pvlpX9Tk7OAbfO4y/8+Z91vvRS2nz2Gb9cfz37YyoY2Ggg2UeyeSjpIdrEtuHAxgPM2T1HJeJzBUf+mkB+avolbWNk+/TZe+Z7bKyUkyZJGRdX3Q8YG+vcn3fppVImJ0tZXu7UjWWXSZOUvzExsUSOGOHZOfxFIHy3//2vutdfful7eWatmyWjnomSTObMJz4z3mmcvKvgwC8JNAEWAy2AaGAuMBbYZrNPe2CD5fsGoJ3Ntj+A5vbOLR3oti1m97nbIzVV+cUrKx3vc8EFUvboUfc+jnj0USkjI6U8ckTKZ55ZL0HKFSvcP4+/8Ot/tmGDeshefFEmvZJU7XmwfpJeSap2iCPdlm7EuQcUWxfLxo1V2YJOn1ZpeadPr/IDRkVBixbKL+yILVvUCPcJEzyvdTZurEaq7t9fj+zs8AvBHjlStY6mTPH9uTMWZVBeWV6tzJepT+vgcuBPKeVBKWUZMAcYADS2uGkA2gEFlu8FKGOPZXsjwJhpdgzinnuUX3zZMvvb162D5cvVs+aJw2r4cOV+XbgQdu9W2cTCwi0D0LMnDB4M77zDrqPeZ4w0pXG3dbE8+eQvtcpt/YAff6x86HXF5U6bpl4C1pS+7pKVBS+9VLV+/Ljv8m8EC1FRKgdPTo56gH2JI4X1VerTui6NiYIFgoEbb4SGDc+4hmsxfboalHTLLZ6dv18/aNlShUQWFMTRvLl7fvug5+674Y8/uOlAS7ub3ckYaUrjbjuwIjZWTaLsKHhi9GilEE8+WTuKBlRte8YMlcK3rsk36sJRDvRwG2Nz553qwb3oIvdzjdSFI4X1VepTR0iDggWCmYQEFb/+2Wdw6FD1bcXF8NFHahL2Zh4OW4yIUEEPCxfCjh0J4VNrt5KWBs2b89zWJLdyNdnDlMa9ZghWXSGLQqhE/wUF9l0Gc+ao+Wk96Ui1Yusm6t9/j93ycGDBAtVkPnnSvYk8nOFu0jFfIqV8SkrZXUrZS0p5i5TylJRyu5Syn5Sys5TyeinlKcu+pZb1zpbt252dPxS5+27lIp0xo3r5f/+rImkmTvTu/CNGqNbxxo2Nws+4x8bCuHF0yFnFRxe8QFKjJASCpEZJTBs2za2MkaY07lDleklNdR6yOHiw8tX961+1Z3KfOhXOOkvlifEUWzfR6NFb7JaHAxkZKrufLb5owaSnpDNt2DSvFFkTOHr2VBFkU6dWH4E6fbqaenLwYO/Of/Bglb9+3rzwcn8C6u1YUUHasqPseHAHlU9VupSrqSamNe7u8vzzqkb57LNVZZs2qblRJ06snkPaXTxNgxtquJubxx2sScc8VWRNYLn7bti2rWp6vo0b4eefPe9ItZKVBZMmqZYhVLUEwsrAn3WWmtVk2rTatSk3CBnjfvbZyif89tvwh2VQ19SpKvnX7bd7d2533EShjLvJoDShy6hRatq7t99W69Onq2ftttvqPs4Z3oxADynuvltFiixY4PEpQsa4A0yerBTM2gE6c6bqn2hpv+PZLdxxE4UqugWjsWJxDTNvnkoX8OGH6llr0cK789q2Au+/P9dueVhw7bXQpIkaueph9EJIGffWrVWa5NmzVU6UY8dU6F5YNen8iLNZnDThhcU1TPfucPQoPhn/YdsK7NDhhN3ysGD2bDhxQoX7eRi9EFLGHdRku6DuC6i5UsPOZ+dHrC0Yd3LzaEKTX39VlcqyMrV+4ID3z5puHVrwQfRCyBl32w5VK2Hps9No/ExGRu2Zk7x91nT/lgUfRC+EnHH3Z0SHRqOpwl/Pmu7fwifRCyFn3HVEh0YTGPSz5kd84J8KOeOufXYaTWDQz5of8UH0QsgZdx3RodEEBv2s+RkvoxeEGZLaCSEOAg7mWKI5NSZDMBizyQPmk8ls8iRJKb2MwPYMrdteYTZ5wHwyOdRtUxj3uhBCrJRSnm+0HFbMJg+YTyazyWNWzHaftDzOMaNMjgg5t4xGo9FotHHXaDSakCQYjPs0owWogdnkAfPJZDZ5zIrZ7pOWxzlmlMkupve5azQajcZ9gqHmrtFoNBo30cZdo9FoQhDTGnchxFVCiDwhxDYhhCkmIhZC7BBCrBdCrBFCrDRIhveFEAeEEBtsypoKIf4nhNhqWTYxWJ7JQogCy31aI4S4OlDyBANat+1e31R6XYdMQaPbpjTuQohI4E1gKNADuEkI0cNYqc5wiZSyt4GxrjOAq2qUPQIsklJ2ARZZ1o2UB+AVy33qLaX0fDqZEEPrtkNmYC69diQTBIlum9K4A/2AbZZZ6E8DnwIjDJbJFEgplwBHahSPAGZavs8ERhosj8YxWrftYDa9rkOmoMGsxr0tsMtmfbelzGgk8L0QIlcIMdFoYWxIlFLutXzfByQaKYyFvwoh1lmatgFtTpscrduuY0a9hiDRbbMad7MyUErZB9Wkvk8IMdhogWoiVWyr0fGtbwNnAb2BvcDLxoqjcQFT67ZJ9BqCSLfNatwLgPY26+0sZYYipSywLA8AX6Ka2GZgvxCiNYBlecBIYaSU+6WUFVLKSmA65rlPZkDrtuuYSq8huHTbrMb9N6CLEKKjECIGuBGYb6RAQogEIUQD63fgL8CGuo8KGPOB2yzfbwPmGSiL9UG0ch3muU9mQOu265hKryG4dDvKaAHsIaUsF0L8FfgOiATel1JuNFisROBLIQSo+/axlPLbQAshhPgEGAI0F0LsBp4Cngc+E0KMR6WXvcFgeYYIIXqjmtE7gLsCJY/Z0bptH7PpdR0yBY1u6/QDGo1GE4KY1S2j0Wg0Gi/Qxl2j0WhCEG3cNRqNJgQxRYdq8+bNZXJyst1tJ0+eJCEhIbAC1YHZ5AHzyWQ2eXJzcw8ZNYeq1m3PMZs8YD6Z6tRtKaXhn9TUVOmI7Oxsh9uMwGzySGk+mTyRZ9a6WTLplSQpJguZ9EqSnLVuls/kAVZKrdtOCXd5Zs2SMilJSiHUcpYdFTTbPapLt01Rc9eEN1nrs5j41USKy4oByC/MZ+JXagR8ekq6kaJpwoSsLJg4EYqVCpKfr9YB0oNUBbXPXWM4GYsyzhh2K8VlxWQsyjBIIk24kZFRZditFBer8mBFG3eN4ews3OlWuUbja3Y6UDVH5cGANu4aw+nQqAOXbK9av2cF3LROlWs0gaCDA1VzVB4MaOOuMZxZpVdz/h6IrISxa+HtfjBysyrXaAJBZiZE1LCG8fGqPFjRxt1FsrIgORlyc9UyK8toiUKHge8s4OcOMHElTJ8PffbAxOHQZpbheaJMhVUHIyK0DvqaUaMgMhIaNAAhICkJpk0L3s5UMEmcu9mx7UkvLY0MiZ50M3Fybz5bmsKSDyBSwhezoc/dMHrgHpaVl1Ivqp7RIhpOKEZzmInly6GsDL74AoYNM1oa36Br7i5g25P+1FMDgODvSTcTP6e25NIdyrADJBfCR1/A6tYwacEkQ2UzC6EYzWEmsrNVi2jQIKMl8R3auLuAbY95RUWE3XKN52SPuYBrtlSfZuea/GgeazKcd1e/y4w1M4wSzTSEYjSHmcjOhvPOg8aNjZbEd2jj7gK2PeYxMRV2yzWekxO3n2u3RyLi41VBvXpQWckzff/BpR0vZeJXE2nzchsino4g+dVkstaHn7M5FKM5zEJJCfz6K1xyieN9stZnkfxqMrl7c4NGB7Vxd4HMTIiNVd+HD98GqCZcMPekm4UTp05QsWolTYsq4J13QEooKID27Ym8YQxjE/9CeWU5e4v2IpFnRq8Gw8PlSzIzITq6ell0tNZBX/DLL3D6tGPjbh1BnV+YT6WsDBod1MbdBdLT4WpLVF5KykEaN4bKStWjrvGOn3b+xJVbKpFCwJVXqsKmTWHOHDh0iK6TJhNRUX1CmXAcvZqeDt26KYMuBMTFQVQUDB1qtGTBT3a2ipQZOND+9oxFGVyzqpjzC2BLfjZ/vgIjcs2vg9q4u0hBAfTvD4MHl1NQAK1aweOPq4qmxnOyd2Rz9TZBZWofaNmyasN558HbbzNgayn/zK59XLiNXj15ErZsgUmTVMVi+XIoLYWXXzZasuAnOxtSU6FhQ/vbByzN54P50OgUzC1bRtsTMP0rVW5mtHF3gYMH4bffqmrv8fHw2GPw44+weLGxsgU7qzb8jwt2SyKvubb2xttvJ+vC+jz6E2yZAtEVcMeq8By9unixch1UtSBhzBiYMkXpp8YzTp6EFSvq9re/kB1JQhm8PxeG5xYy52xIKFPlZkYbdxf47jtVQ7dtAk+YAO3awRNP6Nq7pxSWFpK4bC0REof+heSrb6ZCQJejcP+v8HlPePm78Bu9unAhJCRUdx1Mnqw6A194wTCxgp5ly1R8e13Gve0xFUTR/jhMWBvFlP7Vy82KNu4usGCB8hj06VNVVq+ecsv88ot68DTus3TnUq7aIjndtBGcf77dfQa8+92Z+PfJOXAiFj7rpUa1hgtSKh28/PKqjn1QPvixY+HNN2HPHuPkC2ays1XfxYABjvcRHVTnmgD67Sxne2NY0baq3Kxo4+6EigpVc7/qqtq5J+64Azp2hCef1LV3T8j5YzFXbYPIK4eqHi172ARy1y+D9LXw+gVQscvc/k5fsnmzGpFqr3Hz5JNQXg7/+lfg5QoFsrOhb1+oX7+OnTIzlS8WiJAwZiNMGRBp+lAlbdydsGIFHDli/8GKiVEPV24uzNNpUNzmwJIFtCiGyGvrGO9dI5D78SXwR1NYcJEhs+YZwgJLI8WeDp51lqpkTJumBzS5S1GR6kuryyUDqFCladOgQweKmzfnntWRfNYD9gx3dqCxaOPuhIULVY39L3+xv33sWOjaVfneKysDK1swc7TkKJ1+zVMhkI5uLlSrNQF0OwzJR2HKsJaOjwkxFi6Enj0dD1h6/HG1fPbZwMkUCvz0k2qZDxniws7p6ZCfz6ErrqDbYUGDkgre/u1tf4voFdq4O2HBAhUC2bSp/e1RUapja8MGSEzUGftcZUn+EoZuhRO9z4bmzR3vaK01JVX5PV8sGciiko1sOLAhMMIayIkTsGRJ3fHsHTrAxRfD9OkqBl7rn2tkZ6txA3X522tycNAgRHk5TxT2ZmruVErLS/0noJdo414H+/crl8vVTgIzysvVQ3XokPK9WzP26QfMMSvWfEPfPRA/fJTzndPTYccOFQvYsiXD9jUiLiqO15a/5nc5jWbxYhXNUZcOZmWpWqgVrX+ukZ0NF1xQrWHolBPdukG7dozdFs/B4oN8sv4T/wnoJdq418G336qls1GA9sIhdca+upHffUeEhKhrh7t+UHQ0jB1L7ILvuDtpFB+t+4jDxYf9J6QJWLBAdfbVVbvMyFAhkbZo/aub48dVxc2pv70mERGQlkbzn1bRt+HZTFk+BWnSaApt3Otg4UI1ErV377r30xn73ONw8WF65u6kqElC9fhSV7j9digv52872lJaXsq03Gl+kdEMSKl08IorVOe9I7T+uc/SpaqPzCV/e03S0hClpTx3ehBr96/lx/wffS2eT9DG3QHl5Y5DIGuiM/a5x4/bVQhk8aWDnN/cmqSkQGoqrb/4jss6Xsabv71JWUWZfwQ1mI0bYdcu5y1HrX/uk52tXpgXXujBwQMHQosWDMk9QrO4ZkxZPsXn8vkCbdwdsHw5HDvm3N8OtQI6gOCff9Gf/Pn9ZzQrgaZpHk4hdMcdsGYNTzYaTsGJAuZsmuNbAU2CdXCcM+NuT/9iYrT+1UV2tjLscXEeHBwZCSNHErXwW+5NGce8zfP48+ifPpfRW7Rxd8CCBeo/vOIK5/vWCOggIkKNGtTTn9kn4YcfqRAQdZWHKQRuugliYhi0+A86N+1s2pqTtyxYoBoq7drVvV9N/YuMhO7dtf454tgxWL3aQ5eMlbQ0KCri/hM9iBARvLHiDV+J5zO0cXfAwoVw0UWuz8xiDehYuFD58tzpgQ8nDp48SOrag+zt2cFxfKkzmjaFESMQH3/MwMR+/LL7F8TTImgmUXCF48dVBIwrLUeo0j8pVUfq+vUqakZTmyVL1H1yuzPVlksvhUaNaL7wR/q27csrv75iOh3Uxt0Oe/eqN7snubKvuEL5OqdP971cocAvK+fSdw9UepuI/I474NAhSuZ9fqYoWCZRcIUfflD9Pp7cpnHj1PL9930rU6iQna1yQ/Xv78VJYmJg2DBOffk563evQlomiTSTDmrjbgdrCKSrtSZbIiNh/Hj1cG7f7lu5ghnrNGWfvzoRgLV9Wnt3wiuuYH/DSG5eebpacahM5LFwocovftFF7h+blKQG/b7/vhqBqVFkZakBXq++qtY//7zO3Z2TlkZsYREXbDenDrpk3IUQDwghNgghNgohHrSUNRVC/E8IsdWybGIpF0KI14QQ24QQ64QQbsa6Gc+CBdCmDZxzjmfHjxun/O7vvedbuYKVrPVZ/PDPO8iZnM+NG+BwHHz5xbPe1W6iopiRUsHVW6FlUfVNrk7kYVa9tg2BrDm1nqtMmAC7d1dVVMKdrCw1sMvqqiot9cFAryuv5GQ0jPq99iYzTCbj1LgLIXoBE4B+wLnAtUKIzsAjwCIpZRdgkWUdYCjQxfKZCJg7AYMNWVmq1vP558rn+fHHnp2nXTvVnP7gA9W0DneWv/AAb8wtI6oS+u+GPQ3g9XnlLH/hAa/O+/2gNkRJGLuuerkrE3mYVa+zsqBtWzXzV06O58Zn2DCVplq7BxUZGWpgly1eD/SKj+fHs+O5bjOIGnmlzDCZjCs197OB5VLKYillOfAjkAaMAGZa9pkJjLR8HwF8KBW/Ao2FEF62wf2P9c1uHfhRVOTdm33CBOW7XxA+accd8vBXh9mfANubQNNSaFyqZrJ5+GvvRpeOu/nfLG8fwe1rwOLyJD46nszLXIoBNJ1eW3Vw7161fviw5zoYE6PGe339ddX5whl/DfRqdNPttC6CC3dXldWLqueqDvqVKBf22QBkCiGaASXA1cBKIFFKaVWbfUCi5XtbYJfN8bstZdVUTAgxEVUDIjExkZycHLsXLyoqcrjNlxw5Ak8/Df/9bzdWrkzk6ad/Ji6ugiNHVA3KXXkSEgRNm/bn+edP0LChfxNcBeoeOeXIESgooKhlS3Jef504IWj90080q4ylwfFT1KsULL+iLyVXjOYPy+ClHV7I3Za2xP3lVlLem8HKYw9wJLk9p1q1oP7htq7cD7/oNXiu20eOwBNPRPDGG+chJTz8cO6Zck9uU0pKHBUVF/Dkk9tJT3duxUyjRxZ8JU9ZmWDw4LP48cd2JCUVcsstv9O48SlAvQTduURNmSJTrqYiahpv7B/Efwf35/kdzzO85XDauqaD/kVK6fQDjAdygSWo5uirwLEa+xy1LL8GBtqULwLOr+v8qamp0hHZ2dkOt/kS5ems/RHCc3kefVTKiAgpd+3yraw1CdQ9qpNZs6SMj5cS5O833XTmBpZHIOd0R2ZcgjwQV/3mnmjdzPtrxsVV/8Pi41W5DcBKaYBeSzd121UddIchQ6Ts1EnKigrn+5pCj2zwhTw7d0rZv7+6j1FRTlXFM5muvlrK5GQpKyvl0FlDZeuXWsvT5ae9lt0VHOm2lNK1DlUp5XtSylQp5WDgKLAF2G9tllqWByy7FwDtbQ5vZykzLSdPOh6p5s0Q7vHjVcz7Bx94fo6gwcapefYnn3A6Al69ANo9BGvuuY4nfo2mhU1yq/J6MdR/0cvBR15mzDKTXu/YodJH28MbHZwwQUVtZWd7fo5gwhoRExGhUnD37KnScX/2GcyYofrUhFDLadN8NNCrbVv1B0ZEcO/bK9lbtJd5ecbP3uNqtExLy7IDyi/5MTAfuM2yy22A9dfMB261RBf0BwplVTPXdBw8qMYjlJbWjkzwNoXAWWfBZZepqJlQn8hD7qwaMTNz4pU0/zv882J4fx48ff8cYqd/UO3Jinr3fe+fLC8dqWbR69Wr1VD4mJjqc6SC9zqYlqbGfIVDx6ptRIyUcOCA6jt78km4/vqqgV6VlWrpE8OelQWzZp1ZHbrsIEmFgre+fsoHJ/cOV+PcvxBC/A58BdwnpTwGPA9cIYTYClxuWQdYAGwHtgHTgXt9K7J32L7Z27ZVw7vXrYM5c1QN29dv9gkTlLL98INPxDctBY3VHKiZg+D2Nt9x9iFYPRVSDlvmRvXHk+V9xixD9Nqqg7m5qnZ50UWqYrFihaoI+FIH69WDW26BL79U8w2EMvYiYqRUqUD8elGb1mOkhLt/k2SX/M6mg5v8eGEXcOSvCeQnUD53G7dwtc9TT7l+DnflKS2Vsn59dV0hpExKct/P52uZ/MHNaciiaGR2MvK6zIHyVKRavzkN/13U3h/qhs89EJ+aum0r8pgxv5/xqb/2mm9vjS3r16vrNWlStw6aQY9scVceIXzfZ+FUJjsX3Z+AjH4Cef+C+313YQfUpdthNULV3psdlC/OX3z+uXL5FBeH9ixNPw9KYsIwNb/p/bEj2VMfJgxT5X7DNmOWzx2p/sFWB2fPPhtQevHyy/675tq1qqV69Gho66AhqY/tnLzlSbh+Rzwz1s7g5OmTfrx43YSVcTdiUoOMjNoDmUJxlpzMyzKZlxpPx4cgtw10fAjmpbocc+45fnGk+g9bXevTZ7/dcl+TkVG7zyckdTBTuaFs8XvqbQf5lu8d/H8cP3Wcj9d7OBLSB4SVcTfizR4us+Skp6Qzbdg0khqpmnpSoySmDZtGeoq5jW2gsdW1G2/cZLfc14SNDqarPi4rAWnI1cy3HBMDDRty0S2PcU7iOby18i1r6GzACSvjnpnp+2gEZ4TTLDnpKenseHAHqa1T2fHgDm3Y7WBb0bNOQqV10He0bKmWRUUBbMjZ5lueNw8OHULMmME959/Dmn1rWF6wPABC1CasjHt6evU/OxBvdj1Lk8aWmhU9rYO+JS8P2reHhASDBLjyShXX+uyzpHcZRYOYBrz121uGiBJWxh2gUSM1YKmiIjBv9poPsxAwZYrpXcMaP2Kt6KWmBlYHrTX12FjT9zt7TF4edOtmoABCwD//Cbt30+Cj2fRv15+P1n1kyEQeYWfc8/Kga1f352X2BuvDvGyZarkJEbhrazSgdDA/H156CU6dgj5Bl4jbOVKawLiDGhU5eDDFzzzBb38sOVMc6Ik8ws64b95s3J/fv7+a21LPkKMxiltuUWkOQlEH9+9XqboNN+5CwDPPEH/wGLf/eqrapkBO5BFWxv3UKVWD7t7dmOsLofLNLFsGmwwevKYJT1q2VLneP/wQysqMlsa35OWppeHGHeDii/mhIzzyE8RXn6gpYBN5hJVx37ZNxfsa+edba05hkUxMY0rGj1d5V775xmhJfIupjDvw1rBEEk/CfSuqlwdqIo+wMu6bN6ulUTV3ULlErr0WZs4MvZqTJji48kpo3Tr0poHMy1PBEu3bO983EIy682XWtRL8axGMWQetTsBtG6MCNpFHWBl365u9a1dj5Rg3LjRrTprgICpKzdK0YAHs2WO0NL5j82bo0iWwwRJ1kb4OehyJJFLCIz/DvgYwPleVBwKT3IbAsHmzmt+0fn1j5Rg6FFq1Cs1OLU1wcMcdykX54YdGS+I7TBEpY0tGBlGnVe6Rc/dD02KY17k8YHkfwsq4m+XPj4qC225TNSc9v6XGCLp0gcGDVQXDoNHxPuXUKfjzT3M832ewye8ggEeXwuc9qs994E/CxribJgbWwrhxaiBVKNWcNMHFuHGwdSv89JPRknjPH38YHyxRixr5Ha7/HfIbw6rzWgXk8mFj3Pfvh8JCYztTbenaFQYNCp2akyb4GD0aGjQIjY5Vs0XKALXyPnQohAal8MVtfQNy+bAx7mb888eNgy1b4OefjZZEE44kJMCNN8J//6sG/wQzZny+a+YeEcDfdrXnc7E5IJkiw8a4myEMsibXX686d0Oh5qQJTsaPV7ndZ882WhLvyMtTQQoNGxotSQ2suUfKy6FFC246kMjWI1vZcGCD3y8dNsbdGgPbrp3RklSRkADnn69i3oVQ82qG2uw4GnPTr5+aS/ivf1VzugarDpqpP80ukZEwciSdftlEXLngi01f+P2SYWXcA50wzBlZWfDLL1U+91Cd/kxjXj7+WI25OH0a9u2LD1odNL1xBxg9moiikzx4vAef//653y9nIlPnXzZvNpdLBlS466nqeYVCcvozjXnJyKgaKb1iRWsg+HTw0CE4ciQIjPsll0CTJtyyLYGNBzey+dBmv14uLIx7aalye5ntzw+X6c805sVW19asaWm33OxYO1PNVnmrRXQ0DB9Ot583E10OX/zuX9dMWBh3a8Iws/35Zp3+LCtL+V4jIoLXB6txDVtdO3481m55oLHqn6t9AKaMlHHE6NFEFB7nvqLufve7h4VxN+ufb8bpz7KylM81P1/1BQSrD1bjGtXndK0EjNVBW/0D1/QvL0/NS52cHBARveOKK6BBA8b90YjV+1az/eh2v10qrIy70QnDalJzCj6Af//b2OnPMjKUz9WWYPPBalzHVge75XoyBQAAEDdJREFUdDlGVBRMnWqcDtrq35dfdgac619eHnTurAJSTE9sLFx7LT1+3kJkhX9dM0Fp3N11G5glYZg9rGGw69er9agoQ8XR/QBhiFUHr7nmIOXlcO65xsliq2c//9zObnlNgiJSxpZRo4g8cpQ7i7r41TUTdMbdE7dBMPz5PXuq2secOcbKkZhov9zofgCN/xkw4BBCGKuDtnoWGVlpt9yW8nKVV8bsz3c1hg6F+Hgm7GjG8oLl7Crc5ZfLBJ1xd9dtIKU5wyBrIgSkpcHixXD0qDEylJWpVmNNjO4H0ASGpk3LGDDAWOP+8MNV3wcMKADU4ENH+vfnn0pvg8q4x8fD0KGc+/MfiEqYs8k/NzzojLu7bgPTTJrrAmlpqiby9dfGXP/FF1VL6IEHqmazqV9f+WSN7AfQBI60NFi3TtWGA42U8P33qoLRpg307n0AgLFjHeufWYMlnDJqFFEHDnLd0Zb844d/EPF0BMmvJpO13neRC0Fn3Js1s1/uqNkWTH9+375qKPiXXwb+2ps2wdNPq3w3r76qXpY336yiEG64IfDyaIzhuuvU0ggd/PhjNTvZ889DQQGMHHmCjh3r9rdbc0YFw/NdjWuuoSImmsErD3Gq4hQSSX5hPhO/mnjGwGetzyL51WSPDX9QGfd334XDh2unEKir2WbGhGGOiIhQD9e338LJk4G7bkWFSiBVvz68/npV+ZgxauTf4sWBk0VjLMnJ0KdP4F0zBw6oFuOFF8KkSapMCFWx+OEH9dzbIy8PmjeHpk0DJ6tPaNiQxV2iGPl7JdgkiCwuK2bSgkk8vvhxJsyfQH5hvl3D7wpBY9xfeQUmTFCT+06fXj188P776262mS1hWF2kpUFJCXz3XeCu+cYbKsfNlCnVO1SvvFJl2Qv2jIEa90hLU/oQyPlVJ02CEydUhlTbkMYxY1Tlw9HLJhiCJRyR1aWEpEI4v8Z9Plp6lMylmZSUl5BYBH9dDn++AiNyi8lY5HpMsmmNuzXcceVKaNxYdbSMHg3z5qk86Dt2KCPYqBHs2+f4PJs3qz/fTAnD6mLQIOV6ClTN6c8/4bHH4Oqra78gY2Nh5EjVRD99OjDyaIzH6pqZOzcw15s7Fz77DJ58Es4+u/q23r1VFJmjCkYwG/dVfdtRLuCHmVAxWRnwG9dB2wZtGbIdMn+Aa/Og41FILoTpX8GApa5P0WdKk2cb7vjVV2dRWKje5sOGKR+wlXr1YNQoZQhLSuyfK9j+/KgoGD4cvvrKfwbV+uIUAnr0UKkZ3nlHrddkzBg4dkx1dGnCg7PPVs+MPysYtjo4erTqM/v732vvJ4TSwexs5bqx5dgxVRZMz7ctb0UMA6DRaWWIkwvh3fnw/ZoU5s8WPPYTvPsVPPyr2j+hDF7Idn2klkvGXQjxkBBioxBigxDiEyFEPSFERyHEciHENiHEbCFEjGXfWMv6Nsv2ZLd+MdXDHZcsUWEbFRXqzV6Tm29WzTl7ESZmTRjmjLQ0FeHjD193zeHdpaXq3i5ZYn//yy+HJk1UzSoUCbRuBwPWsNycHMe+bm+oqYMVFcpIO9KxMWNUBeSLGuN9gilYwh4D31lAVI0JmRLKocdH31L/lP2Zmtoeq3D5/E6NuxCiLXA/cL6UshcQCdwIvAC8IqXsDBwFxlsOGQ8ctZS/YtnPLWx7xy+/fIfdcitDhkDr1qqnvSZmTRjmjMsvV52b/ohYsDdOoKzM8TiBmBjVTJ87V70IQgkjdDtYSEtTRtcfYbn2dLC01LEO9uqlWhM1XTPBbtzrCgMSDsL/RIcku+X2cNUtEwXECSGigHhgL3ApYM04PxMYafk+wrKOZftlQthr8DvG9nddddUOu+VWIiPVPJALFtQe/BOsf369enDNNcqgVrj+onYJT9ILjBmjWkfffutbWUxCQHU7WEhNVWMd/OGacVcHrVEzS5bA3r1V5Xl56vnv1Mn3MgYER/HbSUnw3HNeZxV0mslESlkghHgJ2AmUAN8DucAxKWW5ZbfdQFvL97bALsux5UKIQqAZcMj2vEKIicBEgMTERHJycs5s+89/VJOtshLatSvipZdyiIhQv9lmtzN069aA06dTee65PK65purfX7iwA9CJ/fuXkpPjGytZVFRUTVZ/0a1bC2bP7smbb67mnHMKfSbTlClQXCz45z8vpFOnQm67bSOgauiOThEZKWjY8CJef/0IjRtvcnqNQN0jbzFCt20x232qKU+/fp2ZP78NCxf+TFyc72oZU6ZAfn4CL7/cl2uv3caQIbuB2jpoK0/HjvFI2Y9//WsraWlq5OpPP/WkdesEli1b4TPZnOHT/8zW0FmxGrqmTeGjj1TA/+nT6ua0bavKXb2+lLLOD9AEWAy0AKKBucBYYJvNPu2BDZbvG4B2Ntv+AJrXdY3U1FRZk1mzpExKkvKll7JlUpJad0RlpZRdu0p5ySXVy2+5Rcp27Rwf5wnZ2dm+PaEDjh+XMjZWygcfdLyPO/fI9piYGCnVeED1iY93fuzEiVImJEh58qTzawTqHrkKsFKaSLetmO0+1ZQnJ0fpx2efOT7GqoNCSLd0MCrKuQ7WlCclRcoBA6rWe/WS8tprnV/Pl/j8P/PkBtrgSLellC65ZS4H/pRSHpRSlgFzgAFAY0tTFqAdUGD5XmB5ILBsbwS43S1jzVSXmqqWdQ1/F0J1rObkqBedlWCLlLGlQQOV+nnOnKo5Vm3xJO81qPvYqVNV9smkJNfSC4wZowZWLVjg/m8xMYbodrAwcCC0aOHYNeNp7v+RI1VFNCFBPbuu6uANN8DPP8OuXcpduXVr8D7fZ7AauspK54bOTVwx7juB/kKIeIt/8TLgdyAbGG3Z5zZgnuX7fMs6lu2LLW8Yv3LzzUrBPv1UrQdLwrC6SEtTfsjVq2tve+yxqk6pDRtUTgZX8q5v2qTuy7PPqnvkqj5dfDG0bBlyA5qCQreNIjISRoxQKQFqzvUL8OijnuX+nz1b7bdwoXs2bcwYtfz8c/VcnDoV3M+3v3Fq3KWUy1GdR6uA9ZZjpgH/AB4WQmxD+R3fsxzyHtDMUv4w8Igf5K5Fly4qN4u11hBMCcMcMWyYcsFdcklV7vq33lK5N2w7n774omoWEmd516dNU1M53nGHe7JERqp45G++gaIi9441K8Gi20bSpInqTK9Xr2ruhLw8ePBBVYO2hzMdnDpVRb8MHOieLF26wHnnqZdDsAZLBBKXpoaQUj4FPFWjeDvQz86+pcD13ovmPjffDA89pGqn+/ersmB+s1tTEBw/rpb5+XDffep7bGxVberECdfmviwpgZkzVWhjy5aO93PEmDHq5fL11ypCKRQIFt02gqwslZrCSn4+3Hqrqm1HR6vgjZo1d6hbB9esgRUrVHI6T+KMxoyBRx6peja0cXeMKUeoesqYMaqG+8knofFmz8io3pFupXVrlYPDGimVknIQqDuBGqjm7NGjcPfdnskzcKC6doi5ZjQOyMioPfK7slKlA9m1S7UCa0brOdPBqVNVK+DWWz2T6frrq87TuLHqE9DYJ6SMe+vWcOmlqsaxeXNwJQyzh6Pm7b591ee+vPpqNcnugAF1+y7feUfNIztkiGfyRERASoqKvxfCtSkONcGLI/0rLFQJ5uzNAXz77Y518MQJmDVLVcKaNPFMpk6d1KekRKUf6NhR66AjQsq4g3LNbN+uhjIHU8Iwezhq3lrLrR3tV11Vwn33qfwb1hZLTTZsgGXLVDSDp8NusrLgxx+r1l2NjtAEJ870D6p0sKJCpQpesMDxSOZPPlH9NXfd5blMWVnVff1aBx0TxKbPPmlpyh+4Z4/y7wVz7TIz0/VBak8+qVoqjz1m/1xTp6rws9tus7/dFTIyakdNuBIdoQlO3NG/iAj497+VsX3zzdrbpVQtx5QU6N/fc5kyMlS6DFu0Dton5Iz7119X91MH85vdttnrLB64ZUuVVW/OHFVDt+XkSfjwQxXt0ry55/J4krpAE7y4o38Al10GV12ljH/NVCArV6qQ3rvu8rzlCFoH3SHkjHtGRu18LMH8ZndnjMPDD0OrVsrI20Zfz56tIm487Ui14kozXRNauDvG5oUXlC/8X/+qXj51qqr1jx3rnTxaB10n5Ix7OL/ZExLgmWfUKL5586rKPY0rrok7zXRNeHLOOcr199prVaOnCwuVv/2mm9TkOt6gddB1Qs64h/ub/Y47lCH/xz+Ub3L1ahVX7G1zGNxvpmvCk2eeUfrxxBNqfdYs1Xr2piPVitZB1wk54x7ub/aoKDWCdcsW5aLp00c9BHFxvjm/H1NhaEKE9u3VZNezZkGbNvDXv6rOfEeRXO6iddA1Qs646ze78q9HRMCRI2pdSjVyNxg7lTXBSadOSu+s+ddPn1Y1d62DgSPkjDvoN/vjj9ce2RrMncqa4OO552qXaR0MLCFp3MOdcO5U1pgDrYPGo417CBLuncoa49E6aDzauIcg4d6prDEerYPGo417CKI7lTVGo3XQeFzK564JPtLT9YOkMRatg8YizDBLmBDiIJDvYHNzaswubzBmkwfMJ5PZ5EmSUhqS+VvrtleYTR4wn0wOddsUxr0uhBArpZTnGy2HFbPJA+aTyWzymBWz3Sctj3PMKJMjtM9do9FoQhBt3DUajSYECQbjPs1oAWpgNnnAfDKZTR6zYrb7pOVxjhllsovpfe4ajUajcZ9gqLlrNBqNxk20cddoNJoQxLTGXQhxlRAiTwixTQjxiNHyAAghdggh1gsh1gghVhokw/tCiANCiA02ZU2FEP8TQmy1LJsYLM9kIUSB5T6tEUJcHSh5ggGt23avbyq9rkOmoNFtUxp3IUQk8CYwFOgB3CSE6GGsVGe4RErZ28BY1xnw/9u7Y9YoojAKw+9BsBE7IYhaiKQPFlYiqcQu2ohdCkEL8wPsbG3E0kIQ06jYBFOICmlsxUa0ExFM0KTwB4h6LHYCIWSXBWHvN8N5mpm5sHAYzn5wl2GWS/vWbgMbtueBje66ZR6A+919WrD9coZ5Sku3x3pMrV6PywQ96XbJ4Q6cAz7b/mL7F/AMWGqcqQTbb4Gf+5aXgNXufBW43DhPjJduH6Barydk6o2qw/0E8G3P9Wa31pqBN5LeS7rROswec7a7/7zhBzDXMkxnRdKHbms70+10cen29Cr2GnrS7arDvarzts8y2lLfknShdaD9PHq2tfXzrQ+AM8AC8B241zZOTKF0t4v0GnrU7arDfQs4tef6ZLfWlO2t7rgDrDHaYlewLek4QHfcaRnG9rbtP7b/Ag+pc58qSLenV6rX0K9uVx3u74B5SaclHQauAestA0k6Iuno7jlwEfg4+VMzsw4sd+fLwIuGWXa/iLuuUOc+VZBuT69Ur6Ff3S75PnfbvyWtAK+BQ8Aj258ax5oD1iTB6L49sf1q1iEkPQUWgWOSNoE7wF3guaTrjF4ve7VxnkVJC4y20V+Bm7PKU126fbBqvZ6QqTfdzusHIiIGqOrPMhER8R8y3CMiBijDPSJigDLcIyIGKMM9ImKAMtwjIgYowz0iYoD+AWl8XayVhbbMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002130, tr_loss = 0.000156, te_loss = 0.000326\n",
      "grad_step = 002160, tr_loss = 0.000152, te_loss = 0.000326\n",
      "grad_step = 002190, tr_loss = 0.000189, te_loss = 0.000326\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002220, tr_loss = 0.000140, te_loss = 0.000287\n",
      "grad_step = 002250, tr_loss = 0.000205, te_loss = 0.000287\n",
      "grad_step = 002280, tr_loss = 0.000140, te_loss = 0.000287\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002310, tr_loss = 0.000152, te_loss = 0.000277\n",
      "grad_step = 002340, tr_loss = 0.000135, te_loss = 0.000277\n",
      "grad_step = 002370, tr_loss = 0.000139, te_loss = 0.000277\n",
      "grad_step = 002400, tr_loss = 0.000145, te_loss = 0.000277\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002430, tr_loss = 0.000174, te_loss = 0.000303\n",
      "grad_step = 002460, tr_loss = 0.000126, te_loss = 0.000303\n",
      "grad_step = 002490, tr_loss = 0.000166, te_loss = 0.000303\n"
     ]
    },
    {
     "data": {
      "image/png": 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e3fwoA5oO4NLml0r5uiLyioBHHqHT/Pmkf/cd3z30EJUpKSKkB9fUWp/jpOwAUCshjnUIfIvPf0iMYRQ/1M03S1qChQvh4otDe+2w48pe4+pDEGyTgbZL2tv60tO17thR7HrDh3tm63NHXfIcP651s2Zajx7ttdg+Eyo7YF0+i9mrZmvLNIt+6u2ntGWaRc9e5cWNdYF6UDm15asHlfyDnTk7lHI4Bx7Y3IP1cda2be3zqacWa4vFu/YXTALZjgLhhwqEPMePa92ypTz7gSDabO4RZZusaevbsUMyN95+O3z0UfBtfcnJ8Oc/y7V27w7ceY1AXT4LW9rerDZZbLlji89RMva4XaUpAmet2LfP8vK4qJ0TMXVq7SXzwuGHSk6GG2+ETz6Jreg18DzOPWJsk65sfbZQ6FDY+iZOlBwXr7nIexWphGOo7WyVptSEVFmlKQI92fbtc82a5kB0zonIzoZrrqn+HSynqSdMlIhcZs4M/bXDiUdx7jqCbJNGsPV17SopTGfNkkkUcVEyVSwjw7lTOpgdZVvvP2dRDoXFcvG7zr5LyntZK+XkyD84I0MUu4E92fbt8IcfWjstjxYaNYKUFDh6NLzPgMUiaYBnzYJ//tO/RUEiiShRO9UYZaR+000yMli4MLTXDSZTp8rDak8oOso2c0/JvSU0TmnMun3r7HaGYCgWQOzb4YYNTZyWRwv5+dClizE6NzffDHv3xlaWaAPc9sAydaqEItoTjpH6yJHQooUs2hstZGfDhAnVv0M91K6XVI8Jp01g7rq5rvPNGJwItCT5TH4+dOsWbimEiy6ShbRfjqF0b1Gn3LOzoW9fUfDBnCBRF0lJMH48zJ8PO3eG9trBpGVL2ZaUhKejfMvpt6DRvPjji6G9cICwnxPRpctB4uOjc05EWRls3mwc5R4XB2eeKROolIqNzK1Rp9xBZqUNGhT+kfqECTJ5MpocqwUF0K6drJ4TDiyNLYzsPpKZK2c65LGJJGyWpCuu2E1lpawJEG1s3Chtv3v3cEsi5OY65peL1igle6JOuWstCqhr13BLIinHBw0SR06liwWFIg0j3Nvbz7ydg8cPMnvV7PAK4if9+++nSZPoevnbyM+XrVF67jk5svyePdEYpWRP1Cn3XbvEO2+URnXTTRIJ8cUX4ZbEf7Q2hh21f0Z/Tm19Ks8tf842US4iSUqqIjsb5s2TSbXRhNGUuxGi6JySmys2oiCs8hN1yr2gQLbh7l3auOwyCQkbMybyV2nav19WzQn3vVVKcfuZt7N231oWbV4UXmH85IYbxIz49tvhliSw5OeLualhw3BLIhglis6BmjMuA2wrMpV7kHnvPRlJRMOK7Ea6t1f2vJKW9Vry7PJnwy2KX/TpA6eeCq++Gm5JAosRRnj2GHKVpmClqbUSlco9JUWcfkYgmlZkN9JQOzkhmUlZk/i04FM2FG0Itzh+ccMN8Msv8JNhlrTxH6Mpd2erNN18c5ijlIJsK4pK5W6UiRNgYFufDxQUQGKi4wMSTiafPpmEuASeX/58uEXxi6uvlhwo0eJYPXBAPkZS7lAdpXTihJhKw+7naN/eeXmAbEUGUYGBwwjRHPYY0tbnI/n50KlT7Uli4aJ1/dackX4Gz//wPOohVXshjwihSRNZDjY3t3ZERyRipBGeM5KSYPhwCY0sLw+jIM5yEAdwRltUKfeKComvNZJyj6YZiQUFxnpgc1fnsmLnCjQSMeOwkEeEcf314qz2ba1vY2F05Q4wejQcPOj5Og4Bp7JSLm6xVPfgGzQI6IzLqFLuW7aIgjeScq9p60tKCl92PH+orIQNG4x1b3MW5XCi8oRDWWl5KTmLIs+hMWCAtJFocKzm54v5LjMz3JK45qKLZCLeBx+ESYA5c2D9enjySbHRjhghtqKrrw7YJaJKuRspmsMem63v3/+Wadn9+4dbIu8pLBTZjdQbc7U+q7/rtoaDuDhJV7FokbSVSCY/XybwGcV854zUVBg6VEZKIZ9gqLUsD9mtm9jjQJT79u2wcmXALmMq9xAycqRsI3HobcR763Yhjwhk/HjJexLpCzobLVLGFaNHS6bIb78N8YU//RR+/RXuvRfi46Vs2DD5Pm9ewC4Tdcq9SRNo1izckjinc2fo2TOg/7+QYUTl7mwhj7TENFnIIwLJyJD2MXVq5Ca3qqgQ810kKPdLL5UefEhNM1rLPzgz09EE07QpnHdeQHt+Uafcu3aVB8OojBwJ33wD+/aFWxLvyM8Xk6AtK6QRyO6VzcxhM7E0sqBQWBpZmDlsZkCW9wsHublyn21mgkic8LZ5s0SgGCVhmDvq14dLLpEc71VVIbro4sWwbBn8/e+QmEju6lwyn8kk7qE4Hmj0M/z2W3VPyk+iUrkbmZEjpSF9/HG4JfEOo744bQt5VD1QFbB1W8NFTo74NeyJtAlvkRApY8/o0ZKSe9myEF1w6lRo0wbGjyd3dS4TP55IYXEhGs1rmQcB+PnlfwbkUlGj3EtLYds24yv3Pn0kKiLSTDP5+ca/t5GOESe8eZvXKtKU+9ChEsE2Z04ILrZsGXz1Fdx5J6SkkLMoxyFt9fZG8GNb0AFSDlGj3DdYZ6AbXQEpJb33BQvgyJFwS+MZthdnpDywkYrRJrz5ktcqPx+aNxcTciTQqBFceKEo96AnGJ06VW7MTTcB/LEmsD0fdofTCssCssJP1Ch3Izr8XDFypAy/P/883JJ4RqS8OCMdo0148yWvVaREytgzZoy8uAIYhViNbeijFHzyCVxwgRj7gfpJ9WtVn2fzVXz0kd+Xjjrl3rlzeOXwhLPPlvVVw2Wa8XWobSr34FJzwltcXHiX4PPFTBSJyn34cInJD7hpxn7oY+OzzyA3l1krZ1FSVkJCnONkgMK2qRy2tA5I1ExUKff09D9eioYmPl7yvH/6qSQxCiW+DLVtL84uXUIjYyxjm/D23nvieA9nDiJvzUTFxbBnT+Qp96ZNpUP9wQcBNs04G/ocO8bSZ+/kls9u4ZLOl/DaZa+R0VBuaL3EeswcPouGV1wntvlDh/y6vGGVu613uXKlZ73LSIiUsWfkSLG5f/VVaK/ry1A7kl6c0cKll0qmyLlzwyfD/ffXjo5yZyaKNGeqPWPGiPlx9eoAntTJEGdHAxh97h4sjS28Peptru19LYV/KeT6PtcTHxfPmB5jRDlUVEgv3w8MqdxrjmY87V1GknIfOFDyBIXaNOPrUDuS7m00UL++5D+ZNy8Ejj4X/PKLbFu1qi579FHXZqJIVu4jRsiL7NxzA7hiWo0hzvEEGHUFlKQoPrziQ5qkNvlj3+iTRnP4xGG+3PQlnHGGhEv6qRwMqdzte5cFBXID3PUubfmjI0kBJSfD4MHiNwllbov0dOflrobaRlk3NRYZNUqilILi6KuDb7+FF1+EKVNg927JtgruU+Tm54vJsWPH0MgYSBYuFOVeXOzcXGmbbLRy10rPU0tPnUplgqQX0MDkIfBDO3ir/e2c3PJkh6oDOwykYXJD5qybI2+Xyy6TiAs/ckAbUrnb9yI/+aSj03J71q+XbSQpd5DR1969sHRpaK5XWQmNG9cud7fcmFHWTY1FbOlGQm2aOX4cbrxRHLuPPiplHTvC6afDu++6Pi4/X+olJYVGzkCSk1N7lqqtQ2k/2Qg8Ty2d2xsKG1RRFgfPnw5vnAqn7I3j6J/61qqbnJDM8G7D+fD3DymvLBflcPSoZJLzEUMqd/te5M6dDZyW2xNJYZD2XHqpPAihMs3885+wZk31g2vj+utdD7Vt99bsuYeeZs3g/PNDr9wfekgU9cyZjn6Wyy+HFSuqe/E1ieQRnjtzpf1ko8JjouA9SS399ht/o+NBzd8ugtuHSNmvLatcHje6x2gOHj9I3pY8+cc3auSXcjCkcvc23regQHo4HToEX7ZA0rAhDBoUGrvqRx9JL2zCBJg1qzr3fcuW7vPcROqLM1oYOVKU5rp1obneTz9JivHx42Vyjz2XXy7b996rfVxVlYygI1W5u4sM2lq8lctXQ4ujsHznAjZPg6tW1Z1a+rIluylNgLdOcSx3ddzFnS6mXmI9Mc0kJcHJJ8Mbb/icRc6Qyt0+3jcj43CdC1wUFMhwMDExtHIGgrZtRdEGzInjhIICuO46GVY/b7fcqC0k87PPZCjujEhYeCGaGTFCtqHovVdUKK6/XuZg/N//1d6fkQFnneVcuW/dKm0oUpW7uw7llPVNeW0+TFkOP1TkczwRZn0s5S45fJjs1Yr/9oRDqY67XKWkTk1MZUjXIcz7fR6Vs9+SYZLNVuRDFjlDKneojvcdMmQvZWXSqFwRaZEyNnJzHf9Xzv5/3k44qnmcUpJGVmuZpJGc7Fhv5EgoKXFt2isoMNa6qYFGKfUXpdRapdQapdQ7SqkUpVQHpdRypdQGpdS7Sqkka91k6+8N1v2ZwZYvPR369Quucre1lf/7v/b8+itceaWkznbG5ZdLFE3NxIW2SJlIyAbpDPsOpVKytXUoH/0K6pXD37+DCT8rnjtTfj/qLow5N5d6ZZpXzoh3KK4rJfXoHqPZe3Qv3z5/l99Z5Ayr3G2ce+5+wPXsMdtwMBKVe05ObWd4aank8AffJhzVPA4kwqGsDL7+unbdAQPch2RG6ovTE5RS6cBtQF+tdU8gHrgSeAKYprXuDBwEbrAecgNw0Fo+zVov6IwaJeaSYKzQZN9WFi7MBESpuWpjY8eK8qvpWI3kMEgbtg5lVZVsbZaC+ruLAEiphOc+V3yfDgdTqstroTW8/DJVffqwNjON1IRUj1NSD+4ymJSEFOY02+O8ghdZ5Ayv3Fu3Pk7fvvD++87379ghCjESFZCr/9O2bdCjhzx03k44AucTlU6ccH5ccjIMGQLz59cOyTTiuqlBIAFIVUolAGnALmAAYFvC4U3AahzhMutvrPsHKhX8JMi2FbyC4Xi3byvJydIA3LWx9HRZJrKmcv/9d4nEatEi8DKGHXuDfGISr82HN/rg2lC/bBmsXs0PQ0/lcNkR5l813+OU1PWT6nNJ50uY0zOeKmcty4spy4ZX7iC9hR9/dEzRYCOSHX6u/k+NGsnfU1NB26jr5e3tRKVRo8Sp+t13teufOBHZvTF3aK13AE8BWxGlXgysBA5prSus1bYDttkB6cA267EV1vpBX/erc2fo3Ts4yt2+TZx77nan5TW54gpYu1Y+NmyRMkbL9x8Q7Azy66+8mlN3Q8MTUPGvh53Xnz4dGjTg3lar6NasGwM7DPTqcqN7jGZnvUqWd6phQ/Uyi1xEWFLHjIG77xbTzF//6rgvkpX71Km1e+dpaTJ5JDtb7KDOXmh1vbwzMrw7zjbVfd48maFnI5LvrScopZogvfEOwCHgfeCSAJx3IjARoFWrVuTl5TmtV1JS4nJfTU49NZP//MfC3LlLadq09kyioiIZxZaVSaBFerpnaXeffRbmzOnIN9+0Z/jwDQwaJA0nKQlcidamTRJxcWfx738XMn78FgBWrTqL0047SF7e7x79PZ7gzf0JKunp8NZbsGMHJS1bUlqwjBu+/Y231y6gbZ7jQ5Vw+DB/eucdfhvUj7wD33Bb59tYsmSJV5drXNGYBJXAM3dczImqQbX/qZ7eE6112D9ZWVnaFYsXL9Zaa33aaVr361d7/x13aJ2WpnVlpctTBBSbPIFi9mytLRatlZLt7NmO+9LStBYjnnzS0hzrOJNp9myt4+LqPs6eoUO1zsjQuqqquuzZZ+XYXbu8+5sCfY/8BVihnbQ7YCzwqt3v64CXgf1AgrXsLOAL6/cvgLOs3xOs9ZSzc2sv2rYn/Pqr/C9mzKi9z9N24ozXX68+5qmnFnt87AUXaN2tm7SXI0fk+KlTPf5zPMJo7UhrkaniaIn+rW2iLmqQqPXOnY4Vnn5aa9D/+L8husGjDfTh44d9us7g3MHaMs2iq+wfSCe4attaa8/MMkaIKBgzRkxZ27Y5lhcUSLbCuIgwMNXGlRPHtm/mTGjfXn7Xq+c+JNTGaafJ+Ro3ru35d8XIkTIU//nn6rKCAonFt88tEmVsBfoppdKstvOBwG/AYmCMtc44wJZce771N9b9X1kfsKDTq5dELTmLmvElGZwNW/SUbW1cT9oKiGkmPx9WrfI8l7sAACAASURBVIq9iW7xafVY9uQdJB8r5/CVo6rDFbWG6dMpP7MvT5UuZNwp42iQ3MD9yVwwpscYCosL+WnXTz7LWadKNEpEwRjro1YzaiaaozlAHrKtW2HSJHFwXuKB0WD6dIlNz893/tJwxrBh8oK0t+vaEoZFpR0V0FovRxyjPwGrkedhJnA38Fel1AbEpv6q9ZBXgWbW8r8C94RKVqUkzPCLLxzntNiiqJzhSWDF9OkyR2TXLsjK8qytgPhp4uPFsRoNkTLeMnLUP/j70CQafr2selJAXh4UFPD5AAtllWXccsYtPp9/eLfhxKt4Pvjtg7oru8DT/m7YIwq6dIFTTpGcyzbKymS19WhW7jZuuUUmibz6qvt6R4/Cm2+KE9rWG/OEFi3E3m6v3KP9xQmgtX5Aa91da91Ta32t1vqE1nqT1voMrXVnrfVYrfUJa93j1t+drfs3hUrO3Fz48svq34WFkjbCXZKuunwz69ZJeOyECd6PfFu0kDDa994T5a5UZCyUEygapzRG33ADc09S6HvvkSyOAwag4+L4a+IiLux4Id2b+x703yytGT1a9OCp759CPaQ8T1ZmR50OVa31DqWULaLgGLAALyIKlFK2iIL99uf1xemUlWXhtdc68P77S2nRooytW1OprDyTysp15OW5iAsNMOF08vTpcwpPP51KVtYy4u3mRtjL9OmnbSgu7ka/fj+Tl1fs1fl79kznhRe6MHv2clq0OMHWreeSlLSZvDwXXUMXGMYRFkXk5NRe2KWsTJyof/6z9KDt50wkJtYdWDFzptQbP943ma64QvIUvfuujCRSUnw7T6RyW7/b6TfsZQZu1DTavRuADY2r2Bh3iKeP9fTr3Lmrc8nfn09FlahYW7IyoM5wyj9wZYy3fYAmwFdACyAR+BC4BthgV6c9sMb6fQ3Qzm7fRqC5u2t46nT6/Xdx3Dz3nPyeP19+f/+9W59DQAmnk+eDD+Tv/egjx3KbTFVVWp96qta9ejk6Rj2lsFDO/8QT1Q68d97x/jxGc4ThxukU7E+gHKpKOTpM7T9aOzrmU1Pls2+f6/OVlmrdpInWl1/umzxaa33ggNbx8dVy1AwI8BejtSOta8t06Y0pevgV6CrrTbh2BDrzdnRFZoZf17FMs2gepNbHMs3iUM9d2/ZkMDYI2Ky13qe1LgfmAmcDja1mGoB2wA7r9x1WZY91fyPggGevGvd06yZT6W2mmWgP1avJZZdBu3bwwgvO9//wgzhEJ0/2zU6ekSF213nzYs9JZnRcmVhs2T3tHfMrVkgv/1//cn2+99+Hgwfhppt8l+nzzx0T3vmQ/iTiuT3vOPN7wLJ02JsGb/WBm3+E+MJtdR/sBlfJxepKVmaPJ8rdUBEFY8bAN9+IA6igQNKiehLPGw0kJIjiXrhQZgTW5OWXJUXrNdf4fo2RIyUqyWZVMddNNQbeZEo96SS44QZ46SXY5MIrMGOG/G8vuMB3mdzlQI8VLirPoPs+uHUI3D8AUsrh+p/xe/FbV8nFXJU7o07lrg0WUTB2rPQWbL3LWOm127jxRpnP8OKLjuUHDsB//wvXXiu5YnzFNtX9tdckY6W5bqoxcJfYyhkPPij2dGeKds0aWSBm4kT/IqF8WbIx2vhu0hBuWgEr28Krp0H2akipgG8nDfbrvFMHTiUt0fFtXlfSsZp45CPXBoooOOkkybvy/vuxqdxbthRH1htvwOHD1eVvvCFD8cmT/Tt/jx7i+D92DHbuDF4aYhPvcTcnoiZt28Kdd8oL/8cfHffNmCEdhD//2T953OVAjxWuSfmMpe2g4XGojIORv8GEYVLuD9m9spk5bCaWRhaPk47VJCKn/nTvLmaDnTtlEYpYUz5Tpkia3rfekt9VVWKS6d9fJrv4w9tvOy7eEYt21GjhrrskZPGuu6pt40ePSrsZMwaaN/fv/N4uqhONbC3eyvu94LA1UmjoNfBOb+9s467I7pXNlju2eJx0rCYRp9xzc8WRY+PQodhTPmecIZ8XXpCHdsWKJmzcCDff7P+5c3JkhSZ7Ys2OGi00aAAPPABLlsiCLCBhi8XF/jlSbXhrKopGAmEbDxYRp9xzcmqvGhSLymfKFHGqfvUVzJ+fTosWMmvQX0w7anQxcaI4Tu++W2Y4z5ghprdzzgnM+b0xFUUjgbCNB4uIU+6m8hHGjpW8L4MHw9KlzThxwnH2rq+YdtToIjERHntM0vM2aSLhsrt3i/nNxH8CYRsPFhGR8tceb9PZRitz5siIpaJChsSHD0svDfzrPblKQxxLdtRo49gxSS9w5Ij8PngwMG3FRMjulW0IZV6TiOu5m04cwd423r27LPcVCPOUaUeNPu67z4xHj0UiTrmbykewN0ONGlXgtNxXYt2OGm2YpszYJOLMMiDKJtYVjr15qkmTEw7lJib2mKbM2CTieu4mgmmeMvEUs63EJqZyj1DszVMQu+Ypk7oxTZmxiQpgTi/fhVBqH+AqaXhzauSCDzNGkweMJ5PR5LForVuE48Jm2/YLo8kDxpPJZds2hHJ3h1Jqhda6b7jlsGE0ecB4MhlNHqNitPtkylM3RpTJFaZZxsTExCQKMZW7iYmJSRQSCcp9ZrgFqIHR5AHjyWQ0eYyK0e6TKU/dGFEmpxje5m5iYmJi4j2R0HM3MTExMfESU7mbmJiYRCGGVe5KqUuUUvlKqQ1KqYCuw+orSqktSqnVSqlflFIrwiTDa0qpvUqpNXZlTZVSC5VS663bJmGW50Gl1A7rffpFKeXfgpJRhtm2nV7fUO3ajUwR07YNqdyVUvHAi8ClwEnAVUqpk8Ir1R9coLXuE8ZY1zeAS2qU3QMs0lp3ARYR4EXJfZAHYJr1PvXRWvu3oGQUYbZtl7yBsdq1K5kgQtq2IZU7cAawwboIdxnwX+CyMMtkCLTWXwNFNYovA960fn8TGBFmeUxcY7ZtJxitXbuRKWIwqnJPB7bZ/d5uLQs3GliglFqplJoYbmHsaKW13mX9vhtoFU5hrExRSq2yDm1DOpw2OGbb9hwjtmuIkLZtVOVuVPprrU9DhtS3KKXODbdANdES2xru+NaXgU5AH2AX8H/hFcfEAwzdtg3SriGC2rZRlfsOoL3d73bWsrCitd5h3e4F5iFDbCOwRynVBsC63RtOYbTWe7TWlVrrKmAWxrlPRsBs255jqHYNkdW2jarcfwS6KKU6KKWSgCuB+eEUSClVTynVwPYduAhY4/6okDEfGGf9Pg74KIyy2B5EGyMxzn0yAmbb9hxDtWuIrLZtyJWYtNYVSqkpwBdAPPCa1nptmMVqBcxTSoHct7e11v8LtRBKqXeA84HmSqntwAPA48B7SqkbkPSyl4dZnvOVUn2QYfQW4KZQyWN0zLbtHKO1azcyRUzbNtMPmJiYmEQhRjXLmJiYmJj4gancTUxMTKIQU7mbmJiYRCGGcKg2b95cZ2ZmOt139OhR6tWrF1qB3GA0ecB4MhlNnpUrV+4P1xqqZtv2HaPJA8aTyW3b1lqH/ZOVlaVdsXjxYpf7wkGg5Zk9W2uLRWulZDt7dvhl8hejyQOs0GbbrhNTnrrxWqZAPOBucNe2TbNMGMnNhYkTobAQtJbtxIlSbmJiEuF48oDn5kJmJsTFyTaAD7+p3MNITg6UljqWlZZKuYmJSYTj6gG/6y5R9NOnw4QJQevdGcLmHqts3epduYmJSQTh6kHetUt66c6w9e6ys/2+vNlzDyMZGd6Vm5iYRBCuHuTmzeGVV1wfF6Denancw8jUqZCa6liWmirlJiahwmb2Xbky4Gbf2GbqVEhLcyxLS4NnnoEbbgCLxflxAerdmco9jGRnw7hxjmUXXBCQEZmJiUfY+/xKSxNMp34gyc7mu3uvwZareHuTeL69f1z1A+5K+Qeod2cq9zBTWiqjtMpKuOYayMuD/fvDLZVJrGDv85s2LQswnfqBInd1Ln/f9R8UcMUYaH97JRdXvUnuauubMzsbZs6s7sEnJ8vvAPXuTOUeRrSGhQth0CCJhLr3Xjh2TEZtJiahwN68e/BgqtNyE9/IWZTDyVuPA7CirZSVlpeSs8juzZmdDVu2wKOPwokT0L9/wK5vKvcwsnatOM4vvFB+n3QSjB4Nzz8Phw6FVzaT2MDevNu9+wGn5Sa+sbV4K313QlEKbG7iWF6LK6+U7X//G7Drm8o9jCxcKFubcgcZDh8+DC++GB6ZTGKLqVMhMVG+X331uj/Ka/qCTLwno1EGfXdae+3KsbwWHTpAv37wzjsBu76p3MPIggXQrRu0t1t0rU8fGDoUpk2DkpLwyWYSG2RnQ+fOkJQEaWkVtG8PLVvCa6+Zvh9/eaz/A/TaW22SAYhTcTwy4BHnB1x1Ffz6K6xb53y/l5jKPUycOAFLlsBFF9Xel5MDBw7AjBmhl8sktjh+HDZvhltugawssbV//jns3QvXXgtVVeGWMHK5qupkEquqlXuz1GZU6SqUfTfenssvF+dbgHrvpnIPE0uXivPU3iRjo18/cbI+9ZTUMTEJFj/8IAr+/POry047TZz6//sfPP542ESLfH78EYD1HRtRcX8Fe+/aS9+2fbnny3s4Wna0dv3WrWHAAHj7bYm28BNTuYeJhQshIcHxobLnvvtg924ZHpuYBIslS0ApOOccx/JJk8THd999onOCkNcq6tErVrC/fhzd+gwkPi6eOBXHMxc/w44jO3jiuyecH3TVVbBxI6xY4ff1TeUeJhYskB56gwbO9597Lpx9NjzxBJSVhVY2k9ghLw9OOQWaNHEsVwoGDpTve/aYWUt9oWz5Upa3qWJgx0F/lJ2dcTZX9rySJ5c+SeGhwtoHjRolDpAAmGZM5R4GDhyAn35ybpKxoZT0mrZtgzZtzJ6TSeA5cULMg+ed53z/v/5V2zpgTnDykKNHScxfz4q2MMhOuQM8MegJFIq7v7y79nGNG8Oll8K778rMRj8wlXsYWLRIHhpnzlR79u8XpV5UZPacTALPjz/WtrfbY2Yt9YNffiGuSlPYuTmdm3Z22JXRKIO7/nQX7659l2+3flv72Kuugp074euv/RLBVO5hYMECaNQI+vZ1X++++2pHK5g9J5NAkZcn25r2dhtm1lLfqfrxBwAanz0QpWpHx/z97L+T3iCdO/53B1W6xkM+bBjUq+e3acZU7iHGlnJgwABxqLrD7DmZBJMlS6B3b2jWzPl+Z3mtUlLMrKWecPCbhexoAFlZw5zur5dUj8cHPc7KXStp+WRL4h6KI/OZTMk7k5YGI0bABx/45XAzlXuIWb9elLM7e7sNs+dkEizKyuC771ybZKB2XisQJ6uZtdQDVq5gRVsY2HGgyyoaTZyK48CxA2g0hcWFTPx4oij4q66CgwdlmO8jpnIPMbaUA3XZ2yHoGUFNYpgVK2QOhStnqg1bXiutYcwYccDWXDnOpAaHD9Nk6z62dWlJ6/qtXVa7/6v7a5lk/kgsduGF0LSpX6YZU7mHmAULJI1Ep051163Zc0pKCmhGUJMYxmZvP/dcz4+59VbpTJoOffecWLGcOA2JZ5zltp7TBGK28qQkiVF95x0JnfMhVM5U7iGkvBwWL/bMJGPD1nN67jkZSvfqFTTxIpMgrh4fzeTlQc+espaAp5xzjuib558PyATKqGXrojkAdLhwrNt6ThOI2cpzc2WYZLvRPoTKmco9hPzwAxw54p1yt3HVVZK97803Ay+X4XGlwO2XETJjRT2mvLxue7szlJLe++rVfkfpRTXHln7NlsbQ71TnzlQbUwdOJS3R0e6alpjG1IFTJSTuxAnHA7wMlTOVewhZsED004AB3h/bvDkMGSJ6q6Ii8LIZFlcKfNYsuPPO2gZgM1a0TlaskNtUl73dGVdfLabg558PvFzRQpO1m9jcqSkNkxu6rZfdK5uZw2ZiaVTtsX5s4GNk98oOSKicR8pdKXW7UmqNUmqtUuoOa1lTpdRCpdR667aJtVwppZ5TSm1QSq1SSp3msTRRzsKFEtvetKlvx48bJ1PBv/gisHIZGvt14GyUloqC37PH+TFmrKhbliyRrTf2dhupqXDjjTBvnnmbnVG8awvt952g4tQ+HtXP7pXNlju2sOm2TSgURceKZEcAQuXqVO5KqZ7ABOAM4BRgqFKqM3APsEhr3QVYZP0NcCnQxfqZCLzssTRRSm6u/E++/x5+/913q8HgwRKTHFOmGTca5FgTScxTEQdfdaguL2nt49szRsjLk1W/Wrb07fibb5btyzH/ZNdmzefycLY6f4hXx3Vo0oGLO1/MrJ9mUVFVEZBQOU967j2A5VrrUq11BbAEGAVcBtjUzJvACOv3y4D/aGEZ0Fgp1cZjiaIMm1Vh2zb5ffiw72bhpCQZFn/0kUQtxASueioWC3cPTmJbA7g0Gy68FtY1h6OJ8A8fzF6xgq/2dnssFrjsMrGMmSmpHTnwtQyru1/sfUjbpKxJ7Dyyk08KPnEMlVNKtl6GytUxRxKANcBUpVQz4BgwGFgBtNJa77LW2Q20sn5PB7bZHb/dWrbLrgyl1ESkZ0+rVq3Is8Vm1aCkpMTlvnDgrTxFRfDwwzBnThdWrmzNww9/S0KCpqioOhzNG04+uT5lZX155JEChg/f6ZNMwSag8jz9NGzZwjn33MPOs85i4/Dh4riwWEg+/D19u7/OwcpD/C15NNtyzmBZA7CkYaj7YSR++klW+PJHuYM4VufNkyU/x48PiGhRQfKva9jZMo22zVvVXbkGQ7oOIb1BOjNWzmBE9xGiyP2Je9Za1/kBbgBWAl8jZpZngEM16hy0bj8B+tuVLwL6ujt/VlaWdsXixYtd7gsH3sqjlNbiCXT8KOXb9auqtD75ZK379fNdpmATcHlefLH6xlksWs+erT9c96FWDyrNg9T6WKZZHA4HVmgP2nkwPkZr248/Lrdx927/5Kmq0rpnT6379JHvwcBo7Vpr9zJtL96uNzdCrxvYx+fzP7j4Qa0eVHpj0UaP6rtr2x45VLXWr2qts7TW5wIHgQJgj83cYt3utVbfAditCko7a1lM4sp56msKAaXEsbpsGeTn+y5XJPG/xrKY5/CrwHK7ZkziPEa8O4IOTTqQkpDiUPePUDITpyxZAj16QCvvO5YOKAVTpsAvv5gpqW18u3IemcXQ4OwLfD7HjafdSJyKY9bKWX7L42m0TEvrNgOxt78NzAdsa6SPAz6yfp8PXGeNmukHFOtq801M8dJLkrs9rsZd9jeFwDXXyDn/8x//5IsEclfn8vZ8uVmbG8PWw1uZs24O/TP6s/bmtbwy/BUsjSwoFJZGFmYOmymhZCa1qKiAb77xLQTSGbbEd+ZiHsLWr+YB0OYC9/Ht7khvmM7QrkN59edXKav0b5UeT+Pc5yilfgM+Bm7RWh8CHgcuVEqtBwZZfwN8BmwCNgCzgJv9kjAC0Roee0wWHR42DF55xS+/SC3atJHcNP/5j9/5/A1PzqIc2hyQRr6lcXX51kNbSUlI+SOUrOqBKrbcscVU7G74+efA2NttPPJI7bJYnGaQuzoXyzQLxd99RZWC95M3+HW+SX0nsa90H/PWzfPrPJ44VNFa18r4rLU+ANRKeWa1A93il1QRSG6uNOrCQmjYUKJisrPh9ddlZmmgnU7jxsms1cWL604dHMlsLd5K5iHYnwolydXl2w5vc32QSS1yc8WMAvC3v0kv3t8cRWZKalHsEz+eSGl5KX13Qn4zuH7xHVTUT/O5o3FRp4vIbJzJ9JXTuaLnFT7LZs5QDQD2kyhBFHtCAlx8sSj2YHDZZdVpn1eujF57Z0ajDDIPOfbabeX+EiuT82zt89Ah+b19e2DMJ2ZKahlZlpbLJLu+O2FFW7vMjj4Sp+K4Kesm8rbk8fv+330/j89HmvyBs0mUFRVw//3Bu+bcuZJ64uhROH48PmrtnVMHTqVDsXJQ7oFwmsbS5DxXk3z9NZ+YKamhsLiQrB3QoQjaHYHBBXDVKtcZHz1lfJ/xxKt4zph1huNCHl5gKvcAEI7haU5Otb191aoWQHTaO7N7Xk3n4vg/lHsAnaYxMznPNqKsib/t0zbPxtZTT0mJ4pTUtuR1dsPkDUUbaFuawMp0uHaVVGt2HGZ9DFPW+zdL+svNXwJwpOxI7YU8PCSKrbWhIyPD+QMUzOGp/YO5cmUrp+VRwd69JJRVsKUxfDP+G/pn9A/UmYMyOQ+MM0GvvFzx0kudgXQ6djzENdf8RsOG1REYSUmOE+l8kSc9XdJhvPmmhTffzESp5eTlHQ+E+MaZnFdUBHv2kHLVVcSVl7Ny8KUsX/g8Sz8ax4gTiksq+/CnXcfQqoBv/vUvqpKTGZGY4JfsRXuLmJA+genbp3Nl6yvp21AWXC5aV0TeAQ/P6yoAPpQfo030cIczeWbP1jox0XGSUlqalAcLi8V+QlSVwxyfcBPQ/9myZVqDHnIVevcRJzNvPAAXEz0I8uQ8Hca2vX271medJW1i8GCtU1Prbp/+yLN9u9bx8Vrfc49/cgdKnkBypE0z5zMR3X18naVoxdUEPfWg43ldtW3t6SQmE/dkZ8vakrZFzgMR7lgX9vZOreXCUWnv3LIFgL0tUmlZz8dMVy7QUTQ5zz7lfevWkhhs1Sp47z349FPJAxPIcNyapKdL2O+rr/q1prMhSdt1gEoFH3aDsVfEMfIK+LwzVIL84c7wc9judiEPDzGVe4CIj5dVkrQWfRRsu6N9XqHMzGISE2HGjCi0d1qVe1LHLijb2zNARMvkvJop7/fskUVh/vlPGGtdDMi2oldVVfDa56RJsG+f5JyJJrY2ghMJcNdFsLvnSbz0KVy6AbY1Ap54IiheZbcLeXiIqdwDxPr10KVLaK9pe2BHjtxDebn01qKOLVsoqhdHenr3YJw9KibnOYuG0VpmSIeSCy+U9YGnTw/tdYPN00OboYHvX4WHU8bRpkSyjz49tFlAsjc6w34hD19nX5sO1QBQUQGbNsGoUeG5/vnn7+XFF7vy1ltwWsREX3tG1ebNbGpURZemgX9z6iiZnGeUyURxcTKCuPdeWbege1Dex6HnzLufZUrZeB5YUI5Sii2N4KGLEhl097NSwd/sjS7I7pXtV1SY2XMPAFu2iIIPdc/dRsOGFQwZIgulR9sSfBWb1rOlEUFR7tGCkSYTjR/PHybCaCG7VzaD7n+d8x+0sLItnP+ghUH3v274VBemcg8A69fLtmvX8MlwzTVia/3yy/DJEHC0Jn7rdrY0hi7NTOXuCiNNJmrVSkawb74ZXQt52HIYZbXJipgcRqZyDwA25R6unjvI4tlNmsBbb4VPhoCzZw/xJ8rY3AQ6N+0cbmkMi83sGx8vv0MRreWOSZNkpbD33w/P9U0EU7kHgPXroUED39ekDATJyXD55RKpcORI+OQIKHZhkC3SWoRXFoMzfLjMWH7ssdBEa7njvPOgW7foc6xGGqZyDwC2SJkAR+p5zbXXylB47tzwyhEwrMpdZXYIeBhktFFQINtwmgZtKCW99++/h19/Dbc0sYup3ANAOMIgnfGnP0HHjlFkmrEq97TOPcIrRwRgU+7duoVXDhvXXSeO1f79zVWawoWp3P2krEx0kBGUu1LiWP3qK0nrGulUbt7IvjTISI/GAP7Akp8v//9OncItifD55zJhqqTEXKUpXJjK3U82bZJGbIThMIhy1xrefjvckvjP8fW/s6Wx6Uz1hIIC6R2npNRZNSTYZy21EY1ZS42Mqdz9xAiRMvZ06QL9+olpRvJbRS56y2YJgzRj3OukoMA4HQwwzsSqWMZU7n5iNOUO4lhds0YSR0UsWpOyY68Z4+4BWotZxkjK3UgTq2IVU7n7yfr1El/erFm4Janm8stlmb+Idqzu2UNCWTl7W6TSLNVAN9eA7N4ttm2jOFPBWBOrYhVTufuJUSJl7GneHHr3hmeeESdbREYqWCNlKtq3M8Mg68BIYZA2YmqVJoNiKnc/MaJyz80Vs4zNoRWRkQpW5Z7QyWA314Dk58vWSModRJEXFsLf/iZtcejQcEsUW5jK3Q+OHRMHkdEeqpyc2gsmRFqkQsWmDQA06to7zJIYn4IC6Rm3b1933XAwahSUl8uiISahw1TufrBxo2yN1nOPhkiFI/mr2ZsGme1ODrcohic/X9pgnEGf5jPPhDZtomjmdIRg0OYQGRgxUgaMGamQuzqXzGcyiXsojsxnMutcxb1843ozDNJDCgqM5UytSVwcjBwpE5tqLipiEjxM5e4HRlXuRotUyF2dy8SPJ1JYXIhGU1hcyMSPJ7pV8AnbzFS/nlBeLhPpjGYarMmoUaLYFywItySxg6nc/WD9emjRAho1Crckjtiv/AUSFhnO9VVzFuVQWu7YZSstLyVnkQsnQFUVDXYVsbtFCk1Tm4ZAwshl82ZZoMXoyv3cc6FpU9M0E0pM5W6H/QrynoQPGjFSxoZtfdXp0+Xh79MnfLJsLXZu7HdVzp49JJZXcjy9VRClig6MljDMFYmJkpb4449ltGESfEzlbqXmCvKehA+uX2/8HpMt/Ozjj8MnQ0Yj58Z+V+X2qX5N3GPUMEhnjBoFhw5BXl64JYkNTOVuxdkK8u7CB0tKYOdO4/bcbaSnQ1ZWeJX7vwb8izjl2NRSE1KZOtC5E6Bso3RH07qY2SDroqBAZkc3jQDr1YUXQr164TPNeDsyj3RM5W7F2/DBDRKGbXjlDjBsGCxbBnv3hk+GKl1F05RqDTSp7ySX61Ae/P0XAJr3yAqJbJGM0SNl7ElJkeUg582rnTEy2PgyMo90TOVupW1b5+WuwgeNGinjjGHDpEF/9lnor33w2EHuXHAnZ6afyb6/76PsvjIapzSm6FiRy2OOrf+NvWnQsV2vEEpqDLztXRotYVhdjBwpC7kvWxba63o7Mo8GTOUO7NjhvCfhLnzQptw7R0Cq8VNPFfNMOEwzOV/lsL90Py8PeZk4FUdifCLDug5jfv58yiude9b0LF0BNgAAEpFJREFUli0xmcfd297lkSOwa1fk9NwBBg+GpKTQm2aiYWKftxhWudt6MCtX1u7BBNJ2tmMHXHABHD0KDzxQHT4YHy+RJq7CB9evl1l39ev7fu1QoZQ4VhcsgBMnQnfdH3b8wPQV07n1jFs5tc2pf5SP6jGKg8cPsqRwidPjUnfsYWezJJqkNgmVqIbA296lEROG1UXDhmJ7nzs3tOsNtHIReBXNKYgNqdztezBQ3YN5801RuDfeGBjb2c6doth374b//Q8efFACNf77X+nJ2xS9MyIhUsaeYcPECRyqSIXKqkomfzqZNg3a8PAFDzvsu6jTRaQlpjFv3bzaB1ZV0XTvEY6kx16aX297l5Go3EGiZrZsgV9+Cc319uyRTk3N5KKpqdGdgtiQyt2+B/Pkk6cD8vvPf4bJk+H4ccf63tjObL1+pUR5b9smiv1Pf6quM2SIOH/ef9/1eYwc4+6MAQOkMYfKNPPSjy/x066fmHbxNBomN3TYl5aYxiWdL2He7/Oo0lWOB+7ZQ1J5FZUZBs2CFURcJf5y1bssKJB2HAmmQXuGD5dRdyhMM+XlMHas6Ix//cuxwzZ5cnSnIDakcrfvqbRs6VkyCk9sZzVHBBUV0vvfvNmxXv36YhucM8e5Lb64WCJPIkm5p6bCRRfB/PnBGw5/+/jNbG+awP4fv+IfH93G6ao9Y08a67TuqO6j2FWyi+XblzuUn9gggdtJnSKsOxoA+vevXebO75OfL8rKKOumekrz5nDeeaFR7n/7G3zzDbzyCvzjHzJiOHFCZpUXufbpRwUeKXel1F+UUmuVUmuUUu8opVKUUh2UUsuVUhuUUu8qpZKsdZOtvzdY92d6K5R9T2XcuLV/fLdYXJtKPLGdObNpnjjhvNc/dqw4q777rva+SIqUsWfYMBmpBGP5vW8fv5lT//ky7Q5W8lLZx5THwysvbuO7J26RCjUcJUN+OUpiXCJz1zk+4XvX/gBAo26nBF5IA7Npk4QInnZadVtOTna/wEUkhUHWpH17+O234C4mM3s2PPcc3HEHXH11dXlSkjwL8+dLBy9aqVO5K6XSgduAvlrrnkA8cCXwBDBNa90ZOAjcYD3kBuCgtXyatZ5XuEt85WxfSopntjNvbJpDh7o2zUSqch8yRLbBMM1k/nsm9crhxzZw0ne/8NZc6L0XOj02A159tVYYSOPJf2FgSg/m/T4PbTeUOPz7rwC06dkv8EIaFK1h0iTJAfTRR3KbHnlEOh7nnef6GKMtiu0pubnw3nvVv2v6zdwFU3hybpvZ9brroHt3+Pe/a9cbNUp67l9/7ccfYnA8NcskAKlKqQQgDdgFDAA+sO5/Exhh/X6Z9TfW/QOVl+uk1Ux8ZbFU92Bq7gPxvntiO/MmFW79+nDppWKaqaphFrYp906d6r6mkWjdGs44IzjKve1BsV9VxcELn8PY36S8zeEq8YA7CQMZuXA7Gw9uZPXe1X8UV2zawJ560Ck9dmLc33oLFi6Exx+Hdu2kbKzVmjVnjvNjdu+WUMhIVO45Oc79ZnfeCbNmOQ+m8ETB1zS72gIu7F8kNi6+WEyV0ZzILKGuClrrHUqpp4CtwDFgAbASOKS1tg1qtgPp1u/pwDbrsRVKqWKgGbDf/rxKqYnARIBWrVqRVyOMIz0d3ngDSkpKeOMN2WerYtsHcM89vfjhh3p89dWyOhcryMlJYtKkszj33G0MHboJECuBxeI8iqRnz5bMm3cSL7zwM717FwMiz7ff7qZVq8YsXx7imRguKCkpqXX/XNGzp4XXXuvA3LlLadq0rO4DPKR82lMkVgJVVXzcIJXW6zeTdOQI8UdLSC0+TNKRIyQdOUKz336jpG1bfpk8meYcRZU+zNOfP82fM/8MQMMNm9jWJJ6SZT8HTDYjs3cv/OUv4tCfNKm6vFs36NVLRo633177uEhJGOYMVyPoPXtEOdvIyxMPsy1goq4OnDOz67Fjzo9NS5PO27x5Yrox6kInfqG1dvsBmgBfAS2AROBD4Bpgg12d9sAa6/c1QDu7fRuB5u6ukZWVpV2xePFil/u01jo3V2vQuo5qWmutH3hAa6W0bttWthaL1rNnu65/5IjWKSla33qrozxnnqn1wIF1Xy9U1HWP7PnlF7lfr7zius7s2XJvPLlHNr55bLIuSURr0Iufekpr0CWJ6G8emywnkY6U48di0ee8do7u9VKvP86ztVWq/vL0Zh7/PZ4ArNB1tPNgfepq21ddpXVSktZr19be/8gjcpu2b6+9b8YM2bdli1e3wi3etCN/cNUcWrRwXg7SFutCKe+OnT1b9n//veeyh+oeeYq7tu3J+2oQsFlrvU9rXQ7MBc4GGlvNNADtgB3W7zusyh7r/kbAAd9fP+4ZMUJMKG+95b5eebkM+S6+WCYuVVWJ59xdb8BmmvngA0fTTKSFQdrTu7c4s1yZZnzNwdH/npf4+eHJbG8SD8D2JvH8/PBk+t/zknNHCcCkSYzqMYrVe1ezoWgDVFXRcv8xjrdr4+dfGRl8/31T3nlHojhOcpIjzWaa+eCD2vuMvm6qO1z51KZNczS3Nm9e3Q33JGDC2xXIhgyRVMTRaprxRLlvBfoppdKstvOBwG/AYmCMtc444CPr9/nW31j3f2V9wwSFtDQYPVoegGPHXNf75BOZtDR5snfnrxk1U1ycQFFR5Cp3pSTOeOHC2nZP8C8HR/97XqJdUQVkZdGuqEIUOzg6SpQSw3KjRvDf/zKiw6UAzFs3j2PbNpNcGdpUv6GOBAN5UWZkwL//3ZXERNcRYPammZoUFBh73VR31GwO9j41e8V/9tnSX0xO9ixg4oEHape5CyVt3BgGDgz9bNlQUWfT0FovRxyjPwGrrcfMBO4G/qqU2oDY1F+1HvIq0Mxa/lfgniDI7cC118Lhw+4dhS+/LDpl8GDvzj10qDQu2wO2Y4e0vEhV7iBpV0tLxaFki0bQWtIT2JxRNfE7B4dt9ZCqKonHnD0bfv2VzGfe4LQ2pzH397nsWC1v0HohSvUbjkgw28ho2zYoLk6mvBxuucX1yGjsWOlY7NjhWB5pCcNqYt8c7EfQ9or/9NN3oxScfrpnARMJVjtCy5a1XxquGDVKFrpfvdp1nYjFlb0mlB9/bO5aa11RoXV6utZDhzrfX1AgtrWHH67zVE4ZMULs9JWVWt97728atF63zrdzBQNv7ICzZ2udmupok0xKkvsHWsfFuTSPB16eG2/UOi5Ov/HCBM2D6C8eHqc16DVLPvD8Yh6AC7sk1c7/pkhwwSfAxYjzP8Fa5yzgC+v3L4CzrN8TrPWUs3NrF23b3t589tnb6ry/69bJ/mefrS4rK9M6IUHrf/wjcPdIa+PZkxcvXqynTJH2uWdP3fXPPFPrbt20rqry/Bp79ohN/oEHPJfJSLhq21rruqNlIoH4eHk7P/007Nsn65raM2OGvNVvvNG3848dCx9+CEuXwvbtqcTFQceO/ssdDnJyapuvysokauPNN6UndcstjqaZoC2u/fTTsGgRVz35P6ZcDatWzeciIKP3OUG4WG10GCLBbr1V7vGyZW0ZNmwjI0du+GOfq4Cnjh378sorFfTuLclYtm1LpaLiTCor15GXt8fnv78m3kRdhYKSkhJOP305L7xwJvfeu5lrr3UxrATy8+uzfHlfpkxZz5IlO1zWc0avXn14660Ezj9/hUcyGekeucWV1g/lx9+eu9Zar14tPZznnnMsLy3VumlTrceM8eg0Tjl8WOvkZK1vu03rAQN2644dfT9XMPCmN+EqogCq69iiZWzlDz0UPHn0119rrZR+68xUPeM09K56aMs0i569yoMQHQ/Bdc895JFg9vf1qacWezQyevhh+b/t2CG/P/5Yjlm6NFB3SDBar9Qmz0UXyci5rMx13euv1zotTetDh7y/zrRpcj/Xr/dcJqPgqm1r7Vm0TETQsyecckrtqJkPPpCZaPYxxN7SoEF11My2bWkRbW93FTlg79Sz2UOPHJE8IM5SMASMc85h7Z+HcM3yY1yWDwfSIO/BQr58ZDy5q4O+TE7II8Hczb52xdix8gqwTWiK5Bh3X7j1VgmGmOckiSjAwYPw9ttwzTXip/eWkSNl6+r8kUrUKHcQx+qPP1YvGgziSO3aVbIi+kPbttLA1q9vwNKlkbs8lzfKpX59uPdecbQGc5r2q8eWUpIIrY5CSRJkFsMLH5az/Akns3cCS8gjwdzNvnZF9+7SebHNtMzPj5x1UwPBpZeKGfS555zvf/11ify6+Wbfzm+xyDrD0RYSGVXK/eqrJTRs9mz5/euv8P330mv3LgGCI7m50oBsHDkSuesvugtDc8bkybIoyX33BS9c7LbPi6hXDuVx0MTqD6hXDn/9JGjTI4DwRYLZRkZZWXXPtbBhi5rZuTNyc8r4Sny8+IG++w5+rjFxuapKOnBnny0jd18ZNUqW/qsZlRTJRJVyb9MGBg0S5W77p6ekwLhxdR/rDmdOyEhef9FVGJozUlPl7/zmG/jyy+DIk1EMCkisgq5FjuXBRmv9gNa6u9a6p9b6Wq31Ca31Jq31GVrrzlrrsVrrE9a6x62/O1v3bwq+hIK9aSY/P3ZMMjauv15GmM8/71i+cKEsVn/LLf6df9Qo2fbuHZgV3oxAVCl3ENPMli2yAEduLlx5pf/DV/sY74SEKqfl0cyNN4qt/v77g9N7L23jfNUlV+WxSI8eYpp5/XWZVBdLPXeQCUfXXSe29f12sUkvvSRx7Tbl7CsrV8pItqjI/xXejELUKfeRI2XSkW1ZOZuS9wd7J+TDD3/rtDyaSU6Gf/4Tli+HTz8N/PnrP/ksFSlJDmUVKUnUf/LZwF8sgunWrdosMW1aZCseX5gyRdIgz5olvwsLZeb5hAnSRv0hJ6d2xyWSR+cQhcr9ww8lAb8tF8zu3f6/ge2dkElJcuKgxX4blOuuk+Xc7r+/dgpkv8nOJuGV1xwcAQmvvBbda6B5SW6u44t1377I71l6y8knS2DEyy/LMz5jhpTbZ5L0FW/Xr40Eok655+TUXhrP3zewLxEO0UZiouTu+OUXWUk+4HZJbxwBMYirHOiR3LP0hVtvldQNbdrAY49Jj/2bb/w/r7dJxyKBqFPuwXoD+xLhEG1oLR3r/fujxy4ZKURjz9IXjhypboMggQ6BaIO+zD8wOlGn3KPxDWwUnDlUY7H3GA7Mdi0Eqw16GyIcCUSdco/GN7BRMHuP4cNs10Iw22C0WQajTrlH4xvYKJi9x/BhtmvBbIOeE3XKHaLvDWwUzN5jeDHbtdkGvSEqlbtJcDB7jybhxmyDnhMV+dxNQkd2tvkgmYQXsw16hvIyqV1whFBqH+AqE39zaiyGEGaMJg8YTyajyWPRWreou1rgMdu2XxhNHjCeTC7btiGUuzuUUiu01n3DLYcNo8kDxpPJaPIYFaPdJ1OeujGiTK4wbe4mJiYmUYip3E1MTEyikEhQ7jPDLUANjCYPGE8mo8ljVIx2n0x56saIMjnF8DZ3ExMTExPviYSe+/+3d/esUYRRFMf/h4CNWChCELUQSZNqsbASiY1Em2gjWqWwsDAfwE5LG7ESCyEkjYpNMIX4QhpbFYLGQkwRMCEmhR9A1GuxsxLCZlk17HNnOL9mZh4IOTycXJgwzJiZ2V/ycDcza6C0w13SuKRPkpYl/dOHiHebpBVJHyQtSnpbKMO0pE1JS1vWDkh6JelzddxfOM8tSWvVPi1KOj+oPHXgbnf9/al63SNTbbqdcrhLGgLuAeeAUeCKpNGyqf44ExGtgs+6zgDj29ZuAAsRMQIsVNcl8wDcrfapFRHPBpgnNXd7RzPk6vVOmaAm3U453IGTwHL1FfrvwGNgonCmFCLiNfBt2/IEMFudzwIXCuexnbnbXWTrdY9MtZF1uB8Gvmy5Xq3WSgvgpaR3knbhy427Zjgi1qvzr8BwyTCVKUnvq1vbgd5OJ+du9y9jr6Em3c463LM6FREnaN9SX5d0unSg7aL9bGvp51vvA8eBFrAO3Ckbx/qQuttJeg016nbW4b4GHN1yfaRaKyoi1qrjJjBH+xY7gw1JhwCq42bJMBGxERE/I+IX8IA8+5SBu92/VL2GenU763B/A4xIOiZpD3AZmC8ZSNJeSfs658BZYKn3Tw3MPDBZnU8CTwtm6fwhdlwkzz5l4G73L1WvoV7dTvk+94j4IWkKeAEMAdMR8bFwrGFgThK09+1hRDwfdAhJj4Ax4KCkVeAmcBt4Iukq7dfLXiqcZ0xSi/Zt9ApwbVB5snO3u8vW6x6ZatNtv37AzKyBsv5bxszM/oOHu5lZA3m4m5k1kIe7mVkDebibmTWQh7uZWQN5uJuZNdBv234b4Rsbw1YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002520, tr_loss = 0.000134, te_loss = 0.000539\n",
      "grad_step = 002550, tr_loss = 0.000151, te_loss = 0.000539\n",
      "grad_step = 002580, tr_loss = 0.000129, te_loss = 0.000539\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002610, tr_loss = 0.000143, te_loss = 0.000259\n",
      "grad_step = 002640, tr_loss = 0.000128, te_loss = 0.000259\n",
      "grad_step = 002670, tr_loss = 0.000152, te_loss = 0.000259\n",
      "grad_step = 002700, tr_loss = 0.000156, te_loss = 0.000259\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002730, tr_loss = 0.000150, te_loss = 0.000324\n",
      "grad_step = 002760, tr_loss = 0.000170, te_loss = 0.000324\n",
      "grad_step = 002790, tr_loss = 0.000175, te_loss = 0.000324\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002820, tr_loss = 0.000169, te_loss = 0.000242\n",
      "grad_step = 002850, tr_loss = 0.000137, te_loss = 0.000242\n",
      "grad_step = 002880, tr_loss = 0.000120, te_loss = 0.000242\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restored checkpoint from nbeats-training-checkpoint.th.\n",
      "grad_step = 002910, tr_loss = 0.000113, te_loss = 0.000444\n",
      "grad_step = 002940, tr_loss = 0.000111, te_loss = 0.000444\n",
      "grad_step = 002970, tr_loss = 0.000109, te_loss = 0.000444\n",
      "grad_step = 003000, tr_loss = 0.000120, te_loss = 0.000444\n"
     ]
    }
   ],
   "source": [
    "# training\n",
    "# model seems to converge well around ~2500 grad steps and starts to overfit a bit after.\n",
    "test_losses = []\n",
    "for i in range(30):\n",
    "    eval_test(backcast_length, forecast_length, net, norm_constant, test_losses, x_test, y_test)\n",
    "    train_100_grad_steps(data, device, net, optimiser, test_losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
